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Stories of Strangers

Jazz x AI project

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Ethics of AI

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I hope to capture and honour the short interactions I have with strangers in this series. All too often we are so focused on the destination we don’t enjoy the journey (cheesy I know)… but it is true! There is something to be said about examining and engaging with one’s surroundings - Many of these interactions took place in transit. I have no doubt that I can learn something from everyone. These short and sweet stories remind me of how beautiful life is, how tiny we really are and how important connection to others is in this world of truly dizzying speeds. 

07: Honeybee hugs 

December 12th, 2022 - Walking, UK - Leicester Square towards Piccadilly line 

I am walking in Leicester Square while listening to “Honeybee”, a cheery song sent to me by my partner. Unlike yesterday it is a very sunny day (thank goodness). I am en route to the V&A to see a friend’s piano concert in the portrait gallery when suddenly the person in front of me stops abruptly. She throws her hands back into a big spread, subsequently hitting me in the face, very hard, especially for an elderly lady. I can’t be mad because directly across from her (I guess) is an old friend. It seems they haven’t seen each other in a very long time. I’m trapped in the middle of a reunion! They both apologise to me and then with glee, they embrace and begin speaking like not a day has passed. I put my earphones back in and march on toward the station this time with more bounce in my step.

08: Do people come back as dogs?

December 7th, 2022 - In transit, UK - Train to Amsterdam 

I am getting coffee with my new coworker on a train en route to Amsterdam for a business trip when we get on the topic of dogs. He has six! Four live outdoors on the farm and two indoor small dogs. I have one, we describe them to each other intensely, their personalities, breeds, and respective idiosyncrasies. I guess it’s one of those classic trying-to-get-to-know-each-other topics that we have found a common interest in. 

A man with black gloves and a large hat overhears our conversations and jumps in to ask the following: ‘Do you believe we can come back as dogs? I ask because the way you’re describing your dogs it’s like they are humans’ My coworker looks stunned. The question makes me smile and I respond along the lines of I am ‘uncertain’ (striking the balance between the two men one spiritual and one not so) but note ‘That would be lovely if we did.’  The stranger with black gloves smiles at me with a knowing look, shares some more anecdotes about rebirth and then wishes us a lovely journey before gliding back to his seat.

My coworker and I smile at each other, he chuckles and we begin talking again before parting ways to return to our seats respectively. 

On my way back to mine I spot the man that asked about rebirth, I pass his seat and I pause to ask “Do you think that people can come back as dogs?” He lights up with a big smile, his energy is electric. He begins to tell stories of his family and friends who have passed away and he feels sends him signs through birds, dogs and sometimes butterflies. I smile and say some of my friends refer to me as a butterfly and recall how reassuring I found a willow tree after the passing of my grandfather.  We talk for a few minutes and he shares some ‘must-read books’ including “what they do not teach you in School’ and a title from his father’s collection. He shares that his father “Wellsley” was a great writer and recommends one of his books titled “The Silent Road.” We wish each other well on our respective journeys, of course, the train journey, but much more than that too. 

09: She loves the pre-Socratics

January 27th, 2022 - Walking, UK - Towards Holborn and The British Museum

I’m walking to meet my friends for a weekend away. I will be jumping in his car shortly for a road trip to North Cumberland. I’m right across from the British Museum when I run into a woman from Utah. She explains she came here a long time ago to go to Oxford where she studied literature. She spent her life as a poet, she then pauses to ask where a café is that she used to go to with a dear friend. She’s meeting a friend from her Oxford days. I can see her catch herself feeling like she is talking too much and so she asks what my name is and what I do now. She gets very excited when I mentioned I work in Philosophy and AI ethics. We begin walking in the same direction and she tells me all about her sweetheart who was a philosopher in her Oxford days.

We talk until we part and as we do she says she hopes to read of me one day and mentions she likes a pre-Socratic. I respond with a wish that I return at a later age (like her) to visit my friends after many years. 

I rarely get the names of the strangers I meet and I guess that is half the fun but she did share hers so I could read her poems: Karen Subach.

10: Circus School and Sex as Taboo

February 15th, 2023 - Sitting, UK - Hoxton Charity Shop

I often work at cafes during the day but today I am at a charity shop with tables that allow for my laptop to be used. It definitely is not the best spot, and I realize this quickly with many people buzzing in and out, poking around sometimes purchasing a piece and often not. There is an older lady with a neon green sweater sitting across from me reading a novel, I later find out she is the owner of the space but Miles (on cash) is the manager and sole employee. He is very well suited to the role, yet he has only been working here a week. Already he has many ‘regulars’ saying his name and dropping by to give gifts. The owner waves goodbye leaving just Miles and I in the intimate shop (it cannot be more than 100 square feet). Within a minute a new customer burst in this time to grab a matcha latte to go. She introduces herself and begins talking about her work. I can’t help but eavesdrop on their conversation. Miles explains he just finished his BA in juggling after attending the Hoxton Circus school for three years. The new customer proclaims her name, Emma. She runs talks about sex, masturbation and why they shouldn’t be taboo topics all across the UK. Her elevator pitch is down to the word as she explains sex can be used as an avenue to discuss almost any conflict or topic in the world. They exchange Instagram handles and promise to connect for collaboration on future events. This made me smile, it was a good reminder that human connection can be easy if both parties are open and curious about what the other is up to.

11: When you see someone from socials in person

February 26th, 2023 - Walking, UK - Broadway Market Main Strip

It is a beautiful Saturday full of sun in London, all my belongings are finally in a storage unit (I am moving) and I am catching up with a few friends today, two of whom will be at the Broadway market. The last time I was at the Broadway market I had the best figs of my life, they were the size of my palms, juicy and shared with my love. I find markets to be so lovely for people watching, live music and interactions with such characters that run the stands. By the time I got to the end of the day, I had over 17000 steps and many ‘stranger stories.’ My favourite was when I spotted a friend’s boyfriend I had yet to meet but knew from online socials. I ran up to him poked his back and introduced myself. He was surprised at first but smiled big and was so kind. It seems he has recently moved here to live with her, which made me smile. We made a pact to have dinner all together in the coming months, we gave a hug and then bounced into other ends of the market.  

12: Surveillance at its finest

April 17th, 2023 - Walking, UK - Piccadilly Circus 

“Hi camera, nice to meet you” - a little girl, holding hands with her dad and looking up at the CCTV camera as she enters the Picadilly Circus Tube Station. Her dad giggle, I crumbled as I couldn’t help but think about mass surveillance and surveillance capitalism. 

13: Lotte and Liz suggest the West Highland Way

April 19th, 2023 - Sitting, UK - Blackstock Road 

I sit in one of my favourite cafes in my new neighbourhood and overhear two older women trying to get a taxi. The person on the call is asking for the postal code of their location, but neither of them knows the answer. I quickly google it and share the numbers and letters which they then repeat on the phone. Upon hanging up they begin to talk with me, I cannot help but feel the pressure of work and a fast-approaching meeting. I pause and think about when will I ever see them again, I lean into the conversation, and I am so glad I did. They share many stories, but first about hiking. I explain I often try and exit the city for hiking trips on the weekends and this leads them to share all kinds of hikes. They spend the most time encouraging me to go to Glasgow and explore the “west highland way” and make sure to stop into glen co. They highlight the west side of Scotland, specifically the “hidden valley” here Liz (one of the elder ladies) says is where they would have hidden the children and women during the war. She said she heard their voices when she visited.  

Lotte is the more reserved of the two, she wasn’t the one to be calling the taxi or talk to me at first but she also joined in. She is currently working to sell her house which means a stay in London for a bit with her daughter. She shares her reason for leaving her homeland Denmark, she came here initially to study English and she stayed because she met and married Hugh. They met at a party on Friday and he invited her to Paris for the Weeknd. Apparently, the trip was horrible, he didn’t have money, she didn’t have money and they each thought the other did. The confusion resulted in the Polish neighbour feeding them banquets and croissants, not the weekend she expected but a weekend in Paris where she fell in love with the man she married. 

The two ladies share at least 15 minutes of anecdotes but my favourite is of their newly widowed friend who always takes a flight on Xmas. She apparently hates the holidays and also does this so when people ask for her plans she can simply state “She’s up in the sky.”

Before they leave they make sure to scribble their emails on a napkin, offering a bed at their homes if I ever want to visit Durham. “Do keep in touch so I can update Lotte on all you do’ says Liz. Liz reaches over and cups my face with her hand smiles and says I wish you all the success, beautiful being… and off they go. 

14: Generations of a Gentleman

May 5th, 2023 - In transit, UK - Picadilly Line towards Hyde Park

I am on my way for tea with a friend when an elder lady jumps on the tube. It’s a rainy day and I assume she’s been standing for a while because of the king’s coronation crowds. I stand to give myself my chair. She smiles and makes her way saying ‘Please don’t worry’ but I still offer it, she smiles and then leans towards a younger man that was sitting across from me. She grabs his shoulder saying “No worries this young man would like to be a gentleman today” and he (forcefully by her) stands to give me his seat. I begin to giggle (somewhat uncomfortably) and I am certain I blush as well. She was so assertive and unapologetic in teaching the forgotten manners of her generation to a younger boy who was sweet enough to partake. I assume people used to do this more often, correcting kids that weren’t theirs. I smile for the rest of the journey as I look down at her white leather lived-in boots and then up at her green jumpsuit with a poca-dot scarf. She shakes her head while sharing a smile.

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I hope to capture and honour the short interactions I have with strangers in this series. All too often we are so focused on the destination we don’t enjoy the journey (cheesy I know)… but it is true! There is something to be said about examining and engaging with one’s surroundings - Many of these interactions took place in transit. I have no doubt that I can learn something from everyone. These short and sweet stories remind me of how beautiful life is, how tiny we really are and how important connection to others is in this world of truly dizzying speeds. 

01: Sharing walnuts and oranges over stories of war

October 4th, 2022 - In transit, UK - Train from West Wales to London

I sat next to a woman named Tanya from Ukraine, she came here with her daughter a few months ago when the war started, she was a teacher but now works to place other refugees in employment. She was eating walnuts, the big ones that you have to crack! she gave me one and I gave her an orange. We talked about the war, Canada, and her family. Her nails were yellow and blue - she was so strong. 

02: A kiss that toppled her over

October 7th, 2022 - In transit, UK - Bus from Kings Cross to Kentish Town

I was on the bus and the cutest little girl just brushed by to get off (she must be 4) and she looked up at me and waved and then when she got off she waved again and said bye and then blew a kiss, then she fell over from blowing the kiss too hard.

03: Red leather at 16:00

November 11th, 2022 - In transit, UK - Chalk Farm tube station 

I sit down to wait for the tube and beside me is an older woman. She has a large suitcase with her, wearing all black with a red leather purse and matching high boots. We sit in silence for a bit until the clock hits 14:00, she turns to me and says in a Nigerian accent “I’ve missed my train.” I ask when it is leaving - she asks what is 14:00. I say 2 pm she says it left at 2 pm. She remains calm. Almost like a “well that sucks” attitude. She asks if I think she will be able to change her ticket … it’s time-stamped so sadly not … but I urge her that it might work if she gets the right person at the info desk. I applaud her for remaining calm. She blames her suitcase, it is very big and she didn’t expect the winter clothes which it holds to be as heavy as they are. She’s bringing them to Scotland as her child is there for school and she’s scared they will get cold - she only plans to go for one day. She’s leaving this stop via Morden, while I’m going by Charing Cross. Her tube arrives, she looks over and I say I won’t be joining. She looks sad. She moves towards the tube with her big suitcase, she must be under 5 feet, it seems to hit her chest. I grab the side of it and help her into the tube, as I let go of the suitcase the door closes and it nearly catches my hand. She doesn’t turn around. The lady beside her smiles at me.  

04: Singing aloud in public, just because

November 13th, 2022- In transit, UK - Overground to Hoxton

My head is hurting due to a lack of sleep. I’m in a bit of a daze when I spot, out of the corner of my eye, a woman with a yellow scarf, she’s singing with herself and grooving to whatever song she’s listening to. Her mustard yellow jacket and shoes match and it’s just lovely to see her happy. Two stops later a mother and daughter duo arrive, they are very stylish and similar in looks. Speaking like friends and sitting in matching positions by accident, makes me miss my mom. I’m sure they have an adventure planned today perhaps Columbia flower market as well. They are layered up with fun scarves one in brown and the other army green. They just giggle. They jump off at Highbury and Islington again stepping in time. A woman in a bright salmon trench coat and matching bag replaces them. 

05: Finance, facial expressions and flare pants

November 17th, 2022 - walking - Camden street

I am in deep thought about finance and consumerism and I can imagine from the outside I look way too concentrated on walking. I can assume my facial expression is quite the contrast to the bright pink corduroy flare pants I am wearing. I am on my way to catch a train with my big travel backpack on. As I cross the street I meet eyes with an older gentleman in all neon orange - I assume he works in construction. He looks at me and giggles, stating “it’s a beautiful day” - it wasn’t, but - this jilted me out of my furrowed brow causing thoughts and I giggled as well. I responded with a smile “yes, yes it is”

06: Did you bring a book?

November 17th, 2022 - In transit, UK - Train to Swansea 

On the train, I sit across from an older couple. They are from Swansea and visited London for the weekend. They are lovely. Within five minutes the older woman turns to her partner and asks if he’s brought a book, signalling that this will be a quiet ride - I giggle, people have done the same to me (I talk a lot). We have a lovely conversation, they recommend the view from the shard, which they thought was going to be overrated, but it was in fact stunning. They enjoyed shows such as Wicked and Jersey Boys and although the city time was great they are excited to return home to Swansea. The older gentlemen’s glasses case has music notes covering it, I mention I love music and he lights up. He doesn’t play but he loves listening. I ask him to share some recommendations as I am in a music slump - he shares the following link: https://www.clashmusic.com/features/meet-the-women-pushing-uk-jazz-forward/. 

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Concept: Jazz x AI system

October 27, 2022 1 minute read

AI ethics and jazz are my passions, I hope to merge the two in a special project:

 I’m aiming to build or work with an AI system that generates jazz instrumentals to accompany my vocals. I plan to ‘collaborate’ with the AI system, and upon release give the system the intellectual property rights to the creation. I hope that the project will stimulate dialogue around themes of the philosophy of law, computational creativity, legal personhood and other dilemmas for copyright law in the digital age. 

I will start by finding ways to build out the system or collaborate with an already existing platform. This will not be a short-term project, I am excited to start!

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The Medical and Societal Attempt to Identify and ‘Fix’ Physical States of Disability. Topics discussed: functionalism, normal function, being ‘hooked up wrong’, phantom martian pain, first-person authority, the body as a foreign object, and baseline populations. 

Abstract 

This paper will discuss what it means to be normal or disabled in functionalist terms, revealing that this philosophy of mind fails to account for the diversity of human function. Firstly, functionalism will be understood as the view that mental states are determined by physical states and the functions that they play. The functionalists’ definition of disability will be presented; the lack of full physical function in comparison to that of the baseline population (human species). The healthcare that disabled people receive is influenced by these theories; functionalism would describe the role of medicine as maintaining the normal functioning of individuals and society. It will be seen that the theory of functionalism confuses impairment and disability with the ‘sick role.’ Functionalists fail to recognize that disabled people do not necessarily have ‘something wrong with them.’ This paper will claim that there is no single or successful definition of normal functioning (functionalism included), because of its subjective nature, determined by cultural and personal values. Secondly, Lewis’s thoughts on mad pain versus martian pain will be presented showcasing that pain is relative to a given species. Phantom limb pain will be likened to that of martian pain and disability will be presented as an exception to the human species. The line of difference and other social constructivist conceptions of disability will be discussed to contextualize the need for a diverse understanding of difference. Thirdly, a personal account of my facial difference will be presented to demonstrate that the same brain state can result in different behaviors. The difference between congenital versus acquired disability will be seen as an example of a ‘normal’ state that is not perceived by the baseline as such. It will be seen that procedures that attempt to ‘fix’ congenital differences can leave the patient feeling more abnormal. Population baselines and social context help to define disability. It will then be problematized that there is no ‘right kind of population’ to draft the functional baseline from. Finally, this paper will show that functionalism reproduces failed narratives of disability, instead of considering the cultural and economic forces that perpetuate them. It will be understood that the multiplicity of difference, in mental and physical states, and the ambiguous definition of normal, that is relative to a naive baseline population, shows functionalist thought to be incapable of properly accounting for the multifariousness of disability. 

Defining and Discussing Functionalism in Terms of Disability. 

According to functionalism, what makes something a mental state does not depend on its internal constitution, but rather on the way it functions - the roles it plays in the system of which it is a part of. In this view, mental states are identical to physical states, which are identified by their functional roles. With this sentiment, if someone has a physical difference we can hold them to also having a mental difference. Let us further explore this mental-physical relationship. Pain is the state that is caused by bodily injury to produce the belief that something is wrong with the body. This results in desire for relief, anxiety around the state and perhaps moaning or crying (Levin, 2018). Mental states, under functionalism, are identified by the behaviors they manifest rather than what they are made of. 

In this philosophy of mind, physical things have structural essences; being a thing of a certain composition, quite independently of what they do or can be used to do. It happens that diamonds can cut glass, but so can many other things that are not diamonds. If no diamond ever did or could cut glass, then they would not cease to be diamonds. Let us place this thought in terms of human difference. Identities and abilities can be constituted by relations of one individual to other beings in their species, and by what they can and cannot do in comparison to the baseline population. Medical diagnosis can help to constitute individuals in relation to other humans with similar conditions. This creates sub-populations and structural essences. If every human had the same diagnosis then the disability connected to that diagnosis would not be a disability, it would instead be a structural essence of being a human. Being a pen is not a matter of being a physical thing with a certain composition, it is a matter of being a thing that can be used to perform a certain action, namely, writing on paper. There may be pens that are thick, colorful or smelly but what makes something a pen is not its material composition rather what it does, could or is supposed to do. Its function. (I urge you to re-read that sentence, replacing ‘pen’ with ‘human’). In this view as long as disability can be compensated or ‘fixed’ the disabled can augment their senses and remain fully human, attaining their species' conceived full function (Polger, 2021). The healthcare that disabled people receive is influenced by theories and although positivist theory remains the dominant influence, others are beginning to have a significant impact on the way societal and medical fields view the ‘disabled individual.’ 

Functionalism emphasizes medicine’s role to cure and to maintain the “normal” functioning of individuals and society. In this medical model, the ‘sick role’ involves being compliant and wanting to get ‘fixed.’ This can make people with incurable conditions, including disabled people who are classified as sick, seem to be deviant. Those that are classified as sick are seen to be even more deviant if they do not seek medical help or attempt to be ‘fixed.’ This link between disability and social deviance that functionalists make supports the continued dominance of professionally controlled welfare services for disabled people. Normalization theory, a variant of functionalism, underlies some programmes that claim to enable ‘devalued’ people to lead culturally valued lives (Oliver, 1998). An example of this controversial approach is cosmetic surgery. “Functionalism confuses impairment and disability with the sick role. By failing to recognise that disabled people do not necessarily have ‘something wrong with them,’ it simply reproduces discriminatory norms and values - instead of addressing the cultural and economic forces that precipitate them” (Oliver, 1998). The crucial problem is that disabled people are not a homogeneous group that can be accommodated easily within a society that takes little account of their individual or collective needs. Disability is fluid and extensive in its number of physical and mental health conditions, which can fluctuate throughout an individual’s life. Each diagnosis has unique histories and idiosyncrasies, making them, I would argue, not uncommon in relation to the general population. Clearly, their situation cannot be understood or transformed by any diagnosis based on narrow theories of conventional normality or uniformity (Oliver, 1998). 

“Definitions of normal functioning, however, are subjective, determined by cultural and personal values.” (Rogers, 2015). The myth of the normal brain and body attempts to simplify and standardize in an attempt to classify the human state. In Grade 9 I went on a field trip to The Royal Canadian Mint in Ottawa, our class was given a tour which ended with us getting to hold a gold bar. The tour guide explained that the exact value of this bar is defined by its density, size and distinct chemical material. This was a clear representation of the world's standard for a gold bar; 1 kilogram (32.15 troy ounces) , a width of 40mm, length of 80mm and depth of 18mm. These details can be guaranteed by the manufacturer’s stamp. All other gold bars in the world can be compared and calibrated to this prototype, it is ‘normal’, the standard. In short: humans are not gold. There is no such standard for humans and yet we still believe we are able to classify normal, disabled and different. And yet, In order for there to be a state that is disabled, defined through negation, there must be enabled or normal states (Armstrong, 2015). 

An objection to functionalist thought is that of inverted and absent qualia. Presented by Ned Block, this objection maintains that there could be an individual who is in the state of satisfying the functional definition of our experience of purple, but is experiencing green instead. An individual with inhibited senses ie. color blind may not realize their difference if it is congenital, it is often through social comparison and diagnosis that disability is realized (Byrne, 2020). In this view it is possible for a mental difference to go unnoticed if the being is able to correct its physical manifestations. If someone is born with a congenital difference that manifests in ‘abnormal physical function’ they may learn to correct and distort their normal physical state in an attempt to fit others' normal. In these cases has the mental state of the physical disability changed as well? Under the functionalist view yes. 

Mad Pain and Martian Pain by Lewis. 

In Mad Pain and Martian Pain philosopher Lewis argues that a theory of pain must reflect the most basic intuitions of both functionalism and identity theory. He proposes two types of painl; one whose physical explanation of pain differs from ours and one whose reaction to pain differs from ours. Lewis suggests that only a complete theory of mind will be able to explain how each of these individuals is in pain (Lewis, 1983). 

Firstly, Lewis presents mad pain, a human being whose brain state of pain differs from the majority. While in mad pain his mind turns to mathematics and he begins to snap his fingers and he is not inclined to inhibit or prevent the pain from occurring. Secondly, he presents martian pain, a being, which is not human at all, but when the subject is in pain it reacts in the same ways that humans do and is strongly inclined to inhibit any potential pain. The physical explanation of this martian pain is different from that of human pain as this subject has a hydraulic mind. Lewis believes martian pain lacks the bodily states that either are in pain or else accompany it in us (Lewis, 1983). 

Is disability that inhibits function mental or physical? How can we explain a phantom limb under the functionalist logic? Let us liken phantom limb pain to that of martian pain. The experience of a phantom limb is the feeling of pain but nothing physical attached to that pain. Phantom limb pain (PLP) refers to ongoing painful sensations that seem to be coming from the part of the limb that is no longer there. Lewis attempts to argue that the madman and the martian (phantom limb) are both in pain. This is not the case in identity theory, the belief that mental states are brain states. Proponents of identity theory believe that the madman is in pain but the martian is not (Smart, 2007). Functionalists, in contrast, believe that the martian is in pain while the madman is not. Although combining these two theories would result in the explanation that both are in pain this is not justifiable. Lewis states instead that martians are in pain in the sense that they have a state which realizes pain, even though that state is very different from that which realizes pain in human beings. According to Lewis the madman is also in pain, in a different sense than the martian, because he is experiencing a state which typically realizes pain in human beings (Lewis, 1983). 

Lewis concludes with the concept that pain is relative to a species. The man experiencing mad pain is essentially an exception to his species (the human species). May I allude to those with disabilities being an exception to their species. Lewis states that ‘he feels pain but his pain does not at all occupy the typical causal role of pain’ (Lewis, 1983). He is instead in pain because instantiated in him is the physical state, which is normally an instantiation of pain in his species (human beings). This person is a human and they are in the physical state that plays the functional role of pain for humans. Therefore they are in pain, even though their physical state doesn’t play the functional role of pain for them. We may also argue here that we have no idea what others' mental states are, we can only infer from their behavior (Meyer, 2020). How are we able to discover mental disability? Through physical manifestations of that different state. We reflect on our own behavior and infer the mental states that we attach to that behavior. We project that to others and assume that when they perform the same physical behavior they are also in the same mental state (Meyer, 2020). 

“Hooked Up Wrong” (Lewis, 1983, pg. 219). 

Happiness causes people to smile, when I am happy I smile, but the behavior that accompanies this brain state is physically unique. I was born with a facial difference, which results in asymmetry in my face, specifically my smile. My difference is not diagnostic and untreatable, and although I have seen many doctors in a variety of fields, they all have different theories as to how my smile came to be. My mental state of happiness results in a different physical state in comparison to the population's baseline. Am I hooked up wrong? This physical difference results in an ‘unsuccessful’ behavior in comparison to the rest of my species, but it serves the function of my smile. 

Defining Disability 

Definitions allow us to have a common understanding of a word or subject. There are many views on disability and how the experience of difference should be defined, often with an underlying tone of assumption from those who do not live the experience themselves. Barnes presents a social constructivist conception of disability that includes mere- difference, bad-difference and neutral simpliciter. For a disability to qualify as bad-difference it must have a strong tendency to undermine the wellbeing of the individual. The mere-difference view acknowledges that being disabled makes you a minority. The mere-difference view of disability states that disability does make you different, but it is not something that in itself leaves you worse off (Barnes, 2016, Ch.2). Barnes suggests that disability has a neutral relationship to well-being and that disability in itself neither adds to nor takes away from total well-being. Barnes sees disability as a neutral simpliciter, meaning it leads to both good and bad experiences, depending on the combination of factors it is married to. Functionalists see any physical difference that inhibits function as bad, they fail to recognise that disabled people do not necessarily have ‘something wrong with them. When a disability is neutral simpliciter it in itself, neither positive nor negatively shapes your experience (Barnes, 2016, Ch.3). Social categorization compartmentalizes people by their difference; as old (versus young), white (versus Asian), diagnosed (versus undiagnosed) or disabled (versus abled). When people are categorized by social group (or exclusion thereof), we tend to respond to those individuals as members of said group as opposed to the individual. Barnes sees social categories as a means for explanation, to work for progress and change (Barnes, 2016). It allows for understanding and thus improved response to political demands. Having a social category also helps to make sense of one's lived reality (Barnes, 2016). Carel states that an understanding of one’s body, through the diagnosis of illness or disease, can change how one perceives their capabilities (Carel, 2012). In phenomenology, disease is a physiological process(es) and illness is the experience of physiological process(es). Shift in a mental state (understanding through validation of diagnosis) can lead to different physical states. Without a diagnosis I do not know what physiological processes are causing my facial difference, but I am aware of the impact and physical experience of living with these unknown physiological processes. Disability is the experience of a physical difference that is not necessarily a disease-difference (Barnes, 2016). I am now aware of my facial asymmetry, and through social and cultural experiences, I have been able to ‘define’ my own physical difference. What is a normal difference? Mine is an exceptional difference. 

There is diversity in the experience people have with disabilities, and what determines this is not necessarily the disability, but the intrinsic and extrinsic factors that affect it. There is a pervasive tendency among philosophers to dismiss self-appraisals of the disabled population as they are perceived to reflect “ignorance, self-deception, defensive exaggeration or courageous optimism” (Wasserman, 2016). Personal accounts act as strong evidence for a workable method of determining well-being. Testimony as evidence is a growing body of psychological research in the field of well-being, and personal lived experience is an important component of disability that is sometimes overlooked in or structured by the diagnosis of a disease. My physical difference has been shaped by my personal lived experience, whereas my life has simply been lived with a physical difference. 

Being “Fixed” - “Acquiring” Normal. 

Many individuals who are ‘hooked up wrong’ (Lewis, 1983) are eventually ‘fixed,’ undergoing procedures which make their behavior more tailored to their species’ baseline. As functionalists believe, undergoing procedures can correct disabled individuals to the ‘normal’ human state of functioning. Individuals with congenital disabilities have no mental concept of any other ‘normal’ while those that acquired disabilities know what ‘fitting’ the population's baseline feels like. Those born with congenital differences choose to undergo medical procedures can find the adjustments to be overwhelming. Dr. Oliver Sacks wrote, "for here the patient's personhood is essentially involved, and the study of disease and identity cannot be disjoined." (Doidge, 2016) In these cases, individuals seek solutions to their congenital mind and body problems that differentiate them from that which is considered normal. After seeking and finding solutions to become more normal, individuals can regret or work to reverse the procedures. It is hard to quantify the value and loss of a disability. Barnes presents that it would be seen as helpful for a doctor to perform a surgery that resulted in a disabled individual becoming nondisabled (Barnes, 2016). In contrast, it would be seen as destructive and harmful for a doctor to perform a surgery that results in an individual becoming disabled. I argue that procedures which attempt to correct an individual’s congenital difference instead create a disability. 

Personal Testimony: The Body as a Foreign Object 

In 2015, I underwent a procedure, which had been presented to me as an option to ‘dull’ my facial difference from a young age. In this cosmetic surgery a serum similar to Botox would be injected into the side of my smile that is fully functioning and paralyze it in an attempt to balance out the asymmetry. The serum was intended to affect my facial nerves for approximately 3 months, within a day the side of my face that once had full motion was not slightly frozen but fully paralyzed. The doctor had doubled the amount of serum that he should have injected and as a result my face was deformed for 6 months. 

My difference from what is ‘normal’ is confined to one half of my face, I would argue that this procedure was intended to alter my response even further from the norm. This procedure made both sides of my face differ from the norm. The way I had always smiled, talked, and ate changed and my ability to perform things I could once do was hindered. Initially I had nothing, personally, to base my lack of movement off of (Schimmel, 2017). My normal was altered and my function was reduced in an attempt to reach the medical and societal definition of normal human behavior. The health professional had performed a procedure that resulted in me acquiring a disability and for the first time in my life my smile became something foreign to me. Not only was my physical state changed but my mental state was impacted. I now know what it is like to not have the smile I was born with. I looked in the mirror after this procedure and was suspended in between my normal and the population's baseline ‘normal’ - stuck in limbo, belonging to neither. My phenomenological experience had changed, making me question my current and one from birth. This incident was an intrusion on my way of being; perhaps I am ‘hooked up wrong’ but I underwent a procedure to ‘fix’ my behavior, one that is closer to the baseline and I immediately regretted it. While this procedure attempted to correct my physical state and manifested behavior it failed to allow for function. In an attempt to fix my difference the medical sphere created a fault. 

What is the right kind of baseline population? 

Discussions of well-being more often than not leave out the perspective of the disabled individual, assuming that their level of happiness is much lower than it is. Happiness is evaluated as lower mainly because of difficulties attributed to physical impairment and diverse behaviors rather than the attitudes and social barriers that impair the differently abled individual. This is one issue of first-person authority; individuals have privileged knowledge of their own mental states. This self-knowledge is a part of widespread controversy in philosophy of mind with general agreement that first-person ascriptions of mental states carry a presumption of correctness - the degree of assumption differs in accordance with the degree of normal function (Wasserman, 2016). The normal physical state of being in a certain mental state is determined by the people that are ‘hooked up right.’ All individuals hold a degree of difference, let us inquire what the line of difference is. Congenital disability is the individual's normal, but they are not perceived by others as normal. Diagnosis allows for community, solidarity and a space in which you can feel the ‘normal’ you know you are. Aboutface is a camp for people with facial differences where the output of a smile is varied in difference. There can be different populations from which 'normal' can be defined (Allen, 2020). Ultimately if I grew up at Aboutface camp where everyone had a facial difference similar to mine it would be normal. Being born with a disability is very different then acquiring one. Instead of being told your physical state is wrong by others, you know your state to be wrong by yourself. Acquired disability results in an outer body experience where something that was once yours is taken away, there is something lacking (Schimmel, 2017). Lewis proposed the appropriate population that the mental state realizer should be relativized to. This question can also be stated; which group do we plug into ‘Y’ in ‘X is in pain just in case X is in the state which realizes the causal role of pain in Y?’ Lewis believes the population to be us (humans), since we developed the concept of pain. Another option to this dilemma is if we are attempting to decide if X is in pain, it should be the group X is a member of, and/or a group where X is not exceptional (Lewis, 1983). Lewis provides the example of a sub-population of human beings that the state that plays the causal role of pain instead causes thirstiness. If this is the case, we might be tempted to think of the sub-population as a group of mad men, or of martians. There is no clear way of deciding in which sense they are in pain. Congenitally disabled individuals are a sub-population of human beings, in which they have their own causal roles of ‘pain’, ‘normal’ and ‘disabled.’ 

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Artificial Intelligence (AI) is shaping the way in which business is conducted, and while helpful, it can also be harmful. Researchers have been working to address ethical issues such as racial  and gender bias, but there is an underrepresentation of disabled individuals. 

Let's make a distinction between fairness to individuals with disabilities from issues concerning other protected attributes such as race and gender. Disability is fluid and extensive in its number of physical and mental health conditions, which can fluctuate throughout an individual’s life. Each diagnosis has unique histories and idiosyncrasies, making them common in relation to the general population. Disability information is also sensitive and often individuals are understandably reluctant to reveal diagnosis. The category of ‘disability’ complicates past classifications, and thus disturbs calls to simply include disabled people in datasets, which are constructed around rigid models of categorization. 

The disabled community is negatively impacted by the lack of data that is intrinsic in their conditions. This issue of coverage is a genuine concern when applying AI systems to people with disabilities. When a given technology is unethical, a consistent response to mitigate algorithmic bias is to train the ML on more diverse datasets. In the case of disability, simply expanding a dataset’s parameters to include new categories, in an attempt to account for difference, won’t work to ensure this group is represented.

AI has found a novel application in the field of recruitment: HireVue’s recruitment Facial Recognition Technology (FRT) is increasingly used for candidate screening, particularly with the rise of video interviews during the pandemic in both the public and private sectors. HireVue's platform has hosted over 19 million video interviews for over 700 global customers. Unilever, Intel and JP Morgan are a few firms using AI to improve ‘efficiency’ in recruitment. HireVue is often used by high-volume employers to automate screening at the beginning of the hiring process. The AI attempts to predict how a candidate will perform by analyzing the interviewees’ gestures, facial expressions, poses, lean, voice tone and cadence. This process produces an ‘employability score,’ which employers then use to decide who advances in the process. Unilever’s average recruitment time was cut by 75% after implementation; hiring teams are enticed to use FRTs because it reduces employee involvement in hiring processes . There are benefits, however this expedited process is not worth the ethical implications that arise from its use. The use of FRT is deeply concerning as the systems are based on discriminatory and discredited science that are fundamentally inconsistent with human rights. Consequently, the potential convenience of FRTs must be weighed against the resulting concerns of accuracy, privacy, and ableism. 

HireVue’s FRT system analyzes facial movement and assumes they are linked to the candidate's emotions. This results in making psychological inferences on an individual’s ability to succeed in a role based on their facial data. When FRT is used in the interview process an individual with a facial difference is likely to generate lower scores. This risks employers violating obligations imposed under human rights and equality legislation. Integrating disability into the AI ethics conversation helps illuminate the tension between AI systems’ reliance on data as a primary means of representing the world, and its lack of ability to capture human fluidity of identity and lived experience. Without diverse training, an AI system would not be able to learn any characteristics demonstrated by individuals with facial differences who were later successful in employment.

To those in industry and tech development: Action Steps

Moving forward, AI used in hirings should be mandated to publicly release out-sourced bias audit reports. Furthermore, the Equal Employment Opportunity Commission (EEOC) should review these systems and issue guidance on whether they violate the Disabilities Act. When developing and deploying FRT company’s need to consider the relevant risk, desired outcome and necessity of this intrusive method. Employment courts and national data protection authorities are likely to punish excessive, inappropriate or unnecessary applications of FRT (Creed, 2020). 

The more general challenge we must ask of the AI community is how to handle outliers. Machines won't solve the problems we ourselves cannot, but they learn norms and optimize for those norms. ML judges individuals by mathematical comparison to learned data points, even when it may have never encountered someone like you and this is a fundamental limitation in fair treatment of individuals with facial differences and disabilities. 

As industries continue to engage with FRT we must not deny that we are deeply shaped by technology, which calls for the same democratic, citizen-based input granted to other societal issues. The application of FRT in recruitment processes does not properly represent the talents of the disabled community, making it ableist. To mitigate bias in AI it must be trained on diverse datasets, but we are not able to create one that would account for the multiplicity of disabilities. Facial recognition technology cannot adequately be trained to account for the fluidity of difference in the human condition - there is not a consistent way to be different. 

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As one would imagine you learn a lot in an MA, mine was on Philosophy and AI. But no matter how much research you do beforehand, reading over the summer list or reviewing the syllabus you never fully know what the course will entail.

I've learned more about what it means to be human by studying AI, specifically the philosophy and ethics of AI. This blog teases this idea.

Initial thought:

Machines lack nuance and community, the ability to decipher (golden mean), they do not have the intuition or skills needed to adjust in context-dependent situations.

Our community and social networks allow for cultural understanding and connection to others, where we play a distinct role that is uniquely understood and flexible depending on who we interact with.

I am both a sister, student, daughter partner, friend, researcher, musician, etc.

The multifaceted purpose of a human is seen in that we don't do or are just one thing.

Yes, we may consider ourselves programmed to a certain degree (culturally and socially), one may say all creations are inspired by plagiarism, based on pre-existing frameworks. The 'update' is our own subjective experience.

Comparison: defining through negation

AI

  • can be copied, many of one thing

  • speed, ability to process data

  • no social code, connection to others

  • lack of mobility

  • no human error

  • fewer and more specific roles/assignments

  • watts of energy of a computer = 2, while a human = 25 watts

  • result of many minds

Humans

  • death

  • rational thought (think, review, act)

  • needs: sleep and food

  • ability to learn from the past

  • agile, speed of adjustments and adaptations

  • have key bodily constraints

  • learning through experience, which we all perceive differently

Both

  • made by humans

tbc.

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I hope to capture and honour the short interactions I have with strangers in this series. All too often we are so focused on the destination we don’t enjoy the journey (cheesy I know)… but it is true! There is something to be said about examining and engaging with one’s surroundings - Many of these interactions took place in transit. I have no doubt that I can learn something from everyone. These short and sweet stories remind me of how beautiful life is, how tiny we really are and how important connection to others is in this world of truly dizzying speeds. 

07: Honeybee hugs 

December 12th, 2022 - Walking, UK - Leicester Square towards Piccadilly line 

I am walking in Leicester Square while listening to “Honeybee”, a cheery song sent to me by my partner. Unlike yesterday it is a very sunny day (thank goodness). I am en route to the V&A to see a friend’s piano concert in the portrait gallery when suddenly the person in front of me stops abruptly. She throws her hands back into a big spread, subsequently hitting me in the face, very hard, especially for an elderly lady. I can’t be mad because directly across from her (I guess) is an old friend. It seems they haven’t seen each other in a very long time. I’m trapped in the middle of a reunion! They both apologise to me and then with glee, they embrace and begin speaking like not a day has passed. I put my earphones back in and march on toward the station this time with more bounce in my step.

08: Do people come back as dogs?

December 7th, 2022 - In transit, UK - Train to Amsterdam 

I am getting coffee with my new coworker on a train en route to Amsterdam for a business trip when we get on the topic of dogs. He has six! Four live outdoors on the farm and two indoor small dogs. I have one, we describe them to each other intensely, their personalities, breeds, and respective idiosyncrasies. I guess it’s one of those classic trying-to-get-to-know-each-other topics that we have found a common interest in. 

A man with black gloves and a large hat overhears our conversations and jumps in to ask the following: ‘Do you believe we can come back as dogs? I ask because the way you’re describing your dogs it’s like they are humans’ My coworker looks stunned. The question makes me smile and I respond along the lines of I am ‘uncertain’ (striking the balance between the two men one spiritual and one not so) but note ‘That would be lovely if we did.’  The stranger with black gloves smiles at me with a knowing look, shares some more anecdotes about rebirth and then wishes us a lovely journey before gliding back to his seat.

My coworker and I smile at each other, he chuckles and we begin talking again before parting ways to return to our seats respectively. 

On my way back to mine I spot the man that asked about rebirth, I pass his seat and I pause to ask “Do you think that people can come back as dogs?” He lights up with a big smile, his energy is electric. He begins to tell stories of his family and friends who have passed away and he feels sends him signs through birds, dogs and sometimes butterflies. I smile and say some of my friends refer to me as a butterfly and recall how reassuring I found a willow tree after the passing of my grandfather.  We talk for a few minutes and he shares some ‘must-read books’ including “what they do not teach you in School’ and a title from his father’s collection. He shares that his father “Wellsley” was a great writer and recommends one of his books titled “The Silent Road.” We wish each other well on our respective journeys, of course, the train journey, but much more than that too. 

09: She loves the pre-Socratics

January 27th, 2022 - Walking, UK - Towards Holborn and The British Museum

I’m walking to meet my friends for a weekend away. I will be jumping in his car shortly for a road trip to North Cumberland. I’m right across from the British Museum when I run into a woman from Utah. She explains she came here a long time ago to go to Oxford where she studied literature. She spent her life as a poet, she then pauses to ask where a café is that she used to go to with a dear friend. She’s meeting a friend from her Oxford days. I can see her catch herself feeling like she is talking too much and so she asks what my name is and what I do now. She gets very excited when I mentioned I work in Philosophy and AI ethics. We begin walking in the same direction and she tells me all about her sweetheart who was a philosopher in her Oxford days.

We talk until we part and as we do she says she hopes to read of me one day and mentions she likes a pre-Socratic. I respond with a wish that I return at a later age (like her) to visit my friends after many years. 

I rarely get the names of the strangers I meet and I guess that is half the fun but she did share hers so I could read her poems: Karen Subach.

10: Circus School and Sex as Taboo

February 15th, 2023 - Sitting, UK - Hoxton Charity Shop

I often work at cafes during the day but today I am at a charity shop with tables that allow for my laptop to be used. It definitely is not the best spot, and I realize this quickly with many people buzzing in and out, poking around sometimes purchasing a piece and often not. There is an older lady with a neon green sweater sitting across from me reading a novel, I later find out she is the owner of the space but Miles (on cash) is the manager and sole employee. He is very well suited to the role, yet he has only been working here a week. Already he has many ‘regulars’ saying his name and dropping by to give gifts. The owner waves goodbye leaving just Miles and I in the intimate shop (it cannot be more than 100 square feet). Within a minute a new customer burst in this time to grab a matcha latte to go. She introduces herself and begins talking about her work. I can’t help but eavesdrop on their conversation. Miles explains he just finished his BA in juggling after attending the Hoxton Circus school for three years. The new customer proclaims her name, Emma. She runs talks about sex, masturbation and why they shouldn’t be taboo topics all across the UK. Her elevator pitch is down to the word as she explains sex can be used as an avenue to discuss almost any conflict or topic in the world. They exchange Instagram handles and promise to connect for collaboration on future events. This made me smile, it was a good reminder that human connection can be easy if both parties are open and curious about what the other is up to.

11: When you see someone from socials in person

February 26th, 2023 - Walking, UK - Broadway Market Main Strip

It is a beautiful Saturday full of sun in London, all my belongings are finally in a storage unit (I am moving) and I am catching up with a few friends today, two of whom will be at the Broadway market. The last time I was at the Broadway market I had the best figs of my life, they were the size of my palms, juicy and shared with my love. I find markets to be so lovely for people watching, live music and interactions with such characters that run the stands. By the time I got to the end of the day, I had over 17000 steps and many ‘stranger stories.’ My favourite was when I spotted a friend’s boyfriend I had yet to meet but knew from online socials. I ran up to him poked his back and introduced myself. He was surprised at first but smiled big and was so kind. It seems he has recently moved here to live with her, which made me smile. We made a pact to have dinner all together in the coming months, we gave a hug and then bounced into other ends of the market.  

12: Surveillance at its finest

April 17th, 2023 - Walking, UK - Piccadilly Circus 

“Hi camera, nice to meet you” - a little girl, holding hands with her dad and looking up at the CCTV camera as she enters the Picadilly Circus Tube Station. Her dad giggle, I crumbled as I couldn’t help but think about mass surveillance and surveillance capitalism. 

13: Lotte and Liz suggest the West Highland Way

April 19th, 2023 - Sitting, UK - Blackstock Road 

I sit in one of my favourite cafes in my new neighbourhood and overhear two older women trying to get a taxi. The person on the call is asking for the postal code of their location, but neither of them knows the answer. I quickly google it and share the numbers and letters which they then repeat on the phone. Upon hanging up they begin to talk with me, I cannot help but feel the pressure of work and a fast-approaching meeting. I pause and think about when will I ever see them again, I lean into the conversation, and I am so glad I did. They share many stories, but first about hiking. I explain I often try and exit the city for hiking trips on the weekends and this leads them to share all kinds of hikes. They spend the most time encouraging me to go to Glasgow and explore the “west highland way” and make sure to stop into glen co. They highlight the west side of Scotland, specifically the “hidden valley” here Liz (one of the elder ladies) says is where they would have hidden the children and women during the war. She said she heard their voices when she visited.  

Lotte is the more reserved of the two, she wasn’t the one to be calling the taxi or talk to me at first but she also joined in. She is currently working to sell her house which means a stay in London for a bit with her daughter. She shares her reason for leaving her homeland Denmark, she came here initially to study English and she stayed because she met and married Hugh. They met at a party on Friday and he invited her to Paris for the Weeknd. Apparently, the trip was horrible, he didn’t have money, she didn’t have money and they each thought the other did. The confusion resulted in the Polish neighbour feeding them banquets and croissants, not the weekend she expected but a weekend in Paris where she fell in love with the man she married. 

The two ladies share at least 15 minutes of anecdotes but my favourite is of their newly widowed friend who always takes a flight on Xmas. She apparently hates the holidays and also does this so when people ask for her plans she can simply state “She’s up in the sky.”

Before they leave they make sure to scribble their emails on a napkin, offering a bed at their homes if I ever want to visit Durham. “Do keep in touch so I can update Lotte on all you do’ says Liz. Liz reaches over and cups my face with her hand smiles and says I wish you all the success, beautiful being… and off they go. 

14: Generations of a Gentleman

May 5th, 2023 - In transit, UK - Picadilly Line towards Hyde Park

I am on my way for tea with a friend when an elder lady jumps on the tube. It’s a rainy day and I assume she’s been standing for a while because of the king’s coronation crowds. I stand to give myself my chair. She smiles and makes her way saying ‘Please don’t worry’ but I still offer it, she smiles and then leans towards a younger man that was sitting across from me. She grabs his shoulder saying “No worries this young man would like to be a gentleman today” and he (forcefully by her) stands to give me his seat. I begin to giggle (somewhat uncomfortably) and I am certain I blush as well. She was so assertive and unapologetic in teaching the forgotten manners of her generation to a younger boy who was sweet enough to partake. I assume people used to do this more often, correcting kids that weren’t theirs. I smile for the rest of the journey as I look down at her white leather lived-in boots and then up at her green jumpsuit with a poca-dot scarf. She shakes her head while sharing a smile.

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I hope to capture and honour the short interactions I have with strangers in this series. All too often we are so focused on the destination we don’t enjoy the journey (cheesy I know)… but it is true! There is something to be said about examining and engaging with one’s surroundings - Many of these interactions took place in transit. I have no doubt that I can learn something from everyone. These short and sweet stories remind me of how beautiful life is, how tiny we really are and how important connection to others is in this world of truly dizzying speeds. 

01: Sharing walnuts and oranges over stories of war

October 4th, 2022 - In transit, UK - Train from West Wales to London

I sat next to a woman named Tanya from Ukraine, she came here with her daughter a few months ago when the war started, she was a teacher but now works to place other refugees in employment. She was eating walnuts, the big ones that you have to crack! she gave me one and I gave her an orange. We talked about the war, Canada, and her family. Her nails were yellow and blue - she was so strong. 

02: A kiss that toppled her over

October 7th, 2022 - In transit, UK - Bus from Kings Cross to Kentish Town

I was on the bus and the cutest little girl just brushed by to get off (she must be 4) and she looked up at me and waved and then when she got off she waved again and said bye and then blew a kiss, then she fell over from blowing the kiss too hard.

03: Red leather at 16:00

November 11th, 2022 - In transit, UK - Chalk Farm tube station 

I sit down to wait for the tube and beside me is an older woman. She has a large suitcase with her, wearing all black with a red leather purse and matching high boots. We sit in silence for a bit until the clock hits 14:00, she turns to me and says in a Nigerian accent “I’ve missed my train.” I ask when it is leaving - she asks what is 14:00. I say 2 pm she says it left at 2 pm. She remains calm. Almost like a “well that sucks” attitude. She asks if I think she will be able to change her ticket … it’s time-stamped so sadly not … but I urge her that it might work if she gets the right person at the info desk. I applaud her for remaining calm. She blames her suitcase, it is very big and she didn’t expect the winter clothes which it holds to be as heavy as they are. She’s bringing them to Scotland as her child is there for school and she’s scared they will get cold - she only plans to go for one day. She’s leaving this stop via Morden, while I’m going by Charing Cross. Her tube arrives, she looks over and I say I won’t be joining. She looks sad. She moves towards the tube with her big suitcase, she must be under 5 feet, it seems to hit her chest. I grab the side of it and help her into the tube, as I let go of the suitcase the door closes and it nearly catches my hand. She doesn’t turn around. The lady beside her smiles at me.  

04: Singing aloud in public, just because

November 13th, 2022- In transit, UK - Overground to Hoxton

My head is hurting due to a lack of sleep. I’m in a bit of a daze when I spot, out of the corner of my eye, a woman with a yellow scarf, she’s singing with herself and grooving to whatever song she’s listening to. Her mustard yellow jacket and shoes match and it’s just lovely to see her happy. Two stops later a mother and daughter duo arrive, they are very stylish and similar in looks. Speaking like friends and sitting in matching positions by accident, makes me miss my mom. I’m sure they have an adventure planned today perhaps Columbia flower market as well. They are layered up with fun scarves one in brown and the other army green. They just giggle. They jump off at Highbury and Islington again stepping in time. A woman in a bright salmon trench coat and matching bag replaces them. 

05: Finance, facial expressions and flare pants

November 17th, 2022 - walking - Camden street

I am in deep thought about finance and consumerism and I can imagine from the outside I look way too concentrated on walking. I can assume my facial expression is quite the contrast to the bright pink corduroy flare pants I am wearing. I am on my way to catch a train with my big travel backpack on. As I cross the street I meet eyes with an older gentleman in all neon orange - I assume he works in construction. He looks at me and giggles, stating “it’s a beautiful day” - it wasn’t, but - this jilted me out of my furrowed brow causing thoughts and I giggled as well. I responded with a smile “yes, yes it is”

06: Did you bring a book?

November 17th, 2022 - In transit, UK - Train to Swansea 

On the train, I sit across from an older couple. They are from Swansea and visited London for the weekend. They are lovely. Within five minutes the older woman turns to her partner and asks if he’s brought a book, signalling that this will be a quiet ride - I giggle, people have done the same to me (I talk a lot). We have a lovely conversation, they recommend the view from the shard, which they thought was going to be overrated, but it was in fact stunning. They enjoyed shows such as Wicked and Jersey Boys and although the city time was great they are excited to return home to Swansea. The older gentlemen’s glasses case has music notes covering it, I mention I love music and he lights up. He doesn’t play but he loves listening. I ask him to share some recommendations as I am in a music slump - he shares the following link: https://www.clashmusic.com/features/meet-the-women-pushing-uk-jazz-forward/. 

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Concept: Jazz x AI system

October 27, 2022 1 minute read

AI ethics and jazz are my passions, I hope to merge the two in a special project:

 I’m aiming to build or work with an AI system that generates jazz instrumentals to accompany my vocals. I plan to ‘collaborate’ with the AI system, and upon release give the system the intellectual property rights to the creation. I hope that the project will stimulate dialogue around themes of the philosophy of law, computational creativity, legal personhood and other dilemmas for copyright law in the digital age. 

I will start by finding ways to build out the system or collaborate with an already existing platform. This will not be a short-term project, I am excited to start!

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The Medical and Societal Attempt to Identify and ‘Fix’ Physical States of Disability. Topics discussed: functionalism, normal function, being ‘hooked up wrong’, phantom martian pain, first-person authority, the body as a foreign object, and baseline populations. 

Abstract 

This paper will discuss what it means to be normal or disabled in functionalist terms, revealing that this philosophy of mind fails to account for the diversity of human function. Firstly, functionalism will be understood as the view that mental states are determined by physical states and the functions that they play. The functionalists’ definition of disability will be presented; the lack of full physical function in comparison to that of the baseline population (human species). The healthcare that disabled people receive is influenced by these theories; functionalism would describe the role of medicine as maintaining the normal functioning of individuals and society. It will be seen that the theory of functionalism confuses impairment and disability with the ‘sick role.’ Functionalists fail to recognize that disabled people do not necessarily have ‘something wrong with them.’ This paper will claim that there is no single or successful definition of normal functioning (functionalism included), because of its subjective nature, determined by cultural and personal values. Secondly, Lewis’s thoughts on mad pain versus martian pain will be presented showcasing that pain is relative to a given species. Phantom limb pain will be likened to that of martian pain and disability will be presented as an exception to the human species. The line of difference and other social constructivist conceptions of disability will be discussed to contextualize the need for a diverse understanding of difference. Thirdly, a personal account of my facial difference will be presented to demonstrate that the same brain state can result in different behaviors. The difference between congenital versus acquired disability will be seen as an example of a ‘normal’ state that is not perceived by the baseline as such. It will be seen that procedures that attempt to ‘fix’ congenital differences can leave the patient feeling more abnormal. Population baselines and social context help to define disability. It will then be problematized that there is no ‘right kind of population’ to draft the functional baseline from. Finally, this paper will show that functionalism reproduces failed narratives of disability, instead of considering the cultural and economic forces that perpetuate them. It will be understood that the multiplicity of difference, in mental and physical states, and the ambiguous definition of normal, that is relative to a naive baseline population, shows functionalist thought to be incapable of properly accounting for the multifariousness of disability. 

Defining and Discussing Functionalism in Terms of Disability. 

According to functionalism, what makes something a mental state does not depend on its internal constitution, but rather on the way it functions - the roles it plays in the system of which it is a part of. In this view, mental states are identical to physical states, which are identified by their functional roles. With this sentiment, if someone has a physical difference we can hold them to also having a mental difference. Let us further explore this mental-physical relationship. Pain is the state that is caused by bodily injury to produce the belief that something is wrong with the body. This results in desire for relief, anxiety around the state and perhaps moaning or crying (Levin, 2018). Mental states, under functionalism, are identified by the behaviors they manifest rather than what they are made of. 

In this philosophy of mind, physical things have structural essences; being a thing of a certain composition, quite independently of what they do or can be used to do. It happens that diamonds can cut glass, but so can many other things that are not diamonds. If no diamond ever did or could cut glass, then they would not cease to be diamonds. Let us place this thought in terms of human difference. Identities and abilities can be constituted by relations of one individual to other beings in their species, and by what they can and cannot do in comparison to the baseline population. Medical diagnosis can help to constitute individuals in relation to other humans with similar conditions. This creates sub-populations and structural essences. If every human had the same diagnosis then the disability connected to that diagnosis would not be a disability, it would instead be a structural essence of being a human. Being a pen is not a matter of being a physical thing with a certain composition, it is a matter of being a thing that can be used to perform a certain action, namely, writing on paper. There may be pens that are thick, colorful or smelly but what makes something a pen is not its material composition rather what it does, could or is supposed to do. Its function. (I urge you to re-read that sentence, replacing ‘pen’ with ‘human’). In this view as long as disability can be compensated or ‘fixed’ the disabled can augment their senses and remain fully human, attaining their species' conceived full function (Polger, 2021). The healthcare that disabled people receive is influenced by theories and although positivist theory remains the dominant influence, others are beginning to have a significant impact on the way societal and medical fields view the ‘disabled individual.’ 

Functionalism emphasizes medicine’s role to cure and to maintain the “normal” functioning of individuals and society. In this medical model, the ‘sick role’ involves being compliant and wanting to get ‘fixed.’ This can make people with incurable conditions, including disabled people who are classified as sick, seem to be deviant. Those that are classified as sick are seen to be even more deviant if they do not seek medical help or attempt to be ‘fixed.’ This link between disability and social deviance that functionalists make supports the continued dominance of professionally controlled welfare services for disabled people. Normalization theory, a variant of functionalism, underlies some programmes that claim to enable ‘devalued’ people to lead culturally valued lives (Oliver, 1998). An example of this controversial approach is cosmetic surgery. “Functionalism confuses impairment and disability with the sick role. By failing to recognise that disabled people do not necessarily have ‘something wrong with them,’ it simply reproduces discriminatory norms and values - instead of addressing the cultural and economic forces that precipitate them” (Oliver, 1998). The crucial problem is that disabled people are not a homogeneous group that can be accommodated easily within a society that takes little account of their individual or collective needs. Disability is fluid and extensive in its number of physical and mental health conditions, which can fluctuate throughout an individual’s life. Each diagnosis has unique histories and idiosyncrasies, making them, I would argue, not uncommon in relation to the general population. Clearly, their situation cannot be understood or transformed by any diagnosis based on narrow theories of conventional normality or uniformity (Oliver, 1998). 

“Definitions of normal functioning, however, are subjective, determined by cultural and personal values.” (Rogers, 2015). The myth of the normal brain and body attempts to simplify and standardize in an attempt to classify the human state. In Grade 9 I went on a field trip to The Royal Canadian Mint in Ottawa, our class was given a tour which ended with us getting to hold a gold bar. The tour guide explained that the exact value of this bar is defined by its density, size and distinct chemical material. This was a clear representation of the world's standard for a gold bar; 1 kilogram (32.15 troy ounces) , a width of 40mm, length of 80mm and depth of 18mm. These details can be guaranteed by the manufacturer’s stamp. All other gold bars in the world can be compared and calibrated to this prototype, it is ‘normal’, the standard. In short: humans are not gold. There is no such standard for humans and yet we still believe we are able to classify normal, disabled and different. And yet, In order for there to be a state that is disabled, defined through negation, there must be enabled or normal states (Armstrong, 2015). 

An objection to functionalist thought is that of inverted and absent qualia. Presented by Ned Block, this objection maintains that there could be an individual who is in the state of satisfying the functional definition of our experience of purple, but is experiencing green instead. An individual with inhibited senses ie. color blind may not realize their difference if it is congenital, it is often through social comparison and diagnosis that disability is realized (Byrne, 2020). In this view it is possible for a mental difference to go unnoticed if the being is able to correct its physical manifestations. If someone is born with a congenital difference that manifests in ‘abnormal physical function’ they may learn to correct and distort their normal physical state in an attempt to fit others' normal. In these cases has the mental state of the physical disability changed as well? Under the functionalist view yes. 

Mad Pain and Martian Pain by Lewis. 

In Mad Pain and Martian Pain philosopher Lewis argues that a theory of pain must reflect the most basic intuitions of both functionalism and identity theory. He proposes two types of painl; one whose physical explanation of pain differs from ours and one whose reaction to pain differs from ours. Lewis suggests that only a complete theory of mind will be able to explain how each of these individuals is in pain (Lewis, 1983). 

Firstly, Lewis presents mad pain, a human being whose brain state of pain differs from the majority. While in mad pain his mind turns to mathematics and he begins to snap his fingers and he is not inclined to inhibit or prevent the pain from occurring. Secondly, he presents martian pain, a being, which is not human at all, but when the subject is in pain it reacts in the same ways that humans do and is strongly inclined to inhibit any potential pain. The physical explanation of this martian pain is different from that of human pain as this subject has a hydraulic mind. Lewis believes martian pain lacks the bodily states that either are in pain or else accompany it in us (Lewis, 1983). 

Is disability that inhibits function mental or physical? How can we explain a phantom limb under the functionalist logic? Let us liken phantom limb pain to that of martian pain. The experience of a phantom limb is the feeling of pain but nothing physical attached to that pain. Phantom limb pain (PLP) refers to ongoing painful sensations that seem to be coming from the part of the limb that is no longer there. Lewis attempts to argue that the madman and the martian (phantom limb) are both in pain. This is not the case in identity theory, the belief that mental states are brain states. Proponents of identity theory believe that the madman is in pain but the martian is not (Smart, 2007). Functionalists, in contrast, believe that the martian is in pain while the madman is not. Although combining these two theories would result in the explanation that both are in pain this is not justifiable. Lewis states instead that martians are in pain in the sense that they have a state which realizes pain, even though that state is very different from that which realizes pain in human beings. According to Lewis the madman is also in pain, in a different sense than the martian, because he is experiencing a state which typically realizes pain in human beings (Lewis, 1983). 

Lewis concludes with the concept that pain is relative to a species. The man experiencing mad pain is essentially an exception to his species (the human species). May I allude to those with disabilities being an exception to their species. Lewis states that ‘he feels pain but his pain does not at all occupy the typical causal role of pain’ (Lewis, 1983). He is instead in pain because instantiated in him is the physical state, which is normally an instantiation of pain in his species (human beings). This person is a human and they are in the physical state that plays the functional role of pain for humans. Therefore they are in pain, even though their physical state doesn’t play the functional role of pain for them. We may also argue here that we have no idea what others' mental states are, we can only infer from their behavior (Meyer, 2020). How are we able to discover mental disability? Through physical manifestations of that different state. We reflect on our own behavior and infer the mental states that we attach to that behavior. We project that to others and assume that when they perform the same physical behavior they are also in the same mental state (Meyer, 2020). 

“Hooked Up Wrong” (Lewis, 1983, pg. 219). 

Happiness causes people to smile, when I am happy I smile, but the behavior that accompanies this brain state is physically unique. I was born with a facial difference, which results in asymmetry in my face, specifically my smile. My difference is not diagnostic and untreatable, and although I have seen many doctors in a variety of fields, they all have different theories as to how my smile came to be. My mental state of happiness results in a different physical state in comparison to the population's baseline. Am I hooked up wrong? This physical difference results in an ‘unsuccessful’ behavior in comparison to the rest of my species, but it serves the function of my smile. 

Defining Disability 

Definitions allow us to have a common understanding of a word or subject. There are many views on disability and how the experience of difference should be defined, often with an underlying tone of assumption from those who do not live the experience themselves. Barnes presents a social constructivist conception of disability that includes mere- difference, bad-difference and neutral simpliciter. For a disability to qualify as bad-difference it must have a strong tendency to undermine the wellbeing of the individual. The mere-difference view acknowledges that being disabled makes you a minority. The mere-difference view of disability states that disability does make you different, but it is not something that in itself leaves you worse off (Barnes, 2016, Ch.2). Barnes suggests that disability has a neutral relationship to well-being and that disability in itself neither adds to nor takes away from total well-being. Barnes sees disability as a neutral simpliciter, meaning it leads to both good and bad experiences, depending on the combination of factors it is married to. Functionalists see any physical difference that inhibits function as bad, they fail to recognise that disabled people do not necessarily have ‘something wrong with them. When a disability is neutral simpliciter it in itself, neither positive nor negatively shapes your experience (Barnes, 2016, Ch.3). Social categorization compartmentalizes people by their difference; as old (versus young), white (versus Asian), diagnosed (versus undiagnosed) or disabled (versus abled). When people are categorized by social group (or exclusion thereof), we tend to respond to those individuals as members of said group as opposed to the individual. Barnes sees social categories as a means for explanation, to work for progress and change (Barnes, 2016). It allows for understanding and thus improved response to political demands. Having a social category also helps to make sense of one's lived reality (Barnes, 2016). Carel states that an understanding of one’s body, through the diagnosis of illness or disease, can change how one perceives their capabilities (Carel, 2012). In phenomenology, disease is a physiological process(es) and illness is the experience of physiological process(es). Shift in a mental state (understanding through validation of diagnosis) can lead to different physical states. Without a diagnosis I do not know what physiological processes are causing my facial difference, but I am aware of the impact and physical experience of living with these unknown physiological processes. Disability is the experience of a physical difference that is not necessarily a disease-difference (Barnes, 2016). I am now aware of my facial asymmetry, and through social and cultural experiences, I have been able to ‘define’ my own physical difference. What is a normal difference? Mine is an exceptional difference. 

There is diversity in the experience people have with disabilities, and what determines this is not necessarily the disability, but the intrinsic and extrinsic factors that affect it. There is a pervasive tendency among philosophers to dismiss self-appraisals of the disabled population as they are perceived to reflect “ignorance, self-deception, defensive exaggeration or courageous optimism” (Wasserman, 2016). Personal accounts act as strong evidence for a workable method of determining well-being. Testimony as evidence is a growing body of psychological research in the field of well-being, and personal lived experience is an important component of disability that is sometimes overlooked in or structured by the diagnosis of a disease. My physical difference has been shaped by my personal lived experience, whereas my life has simply been lived with a physical difference. 

Being “Fixed” - “Acquiring” Normal. 

Many individuals who are ‘hooked up wrong’ (Lewis, 1983) are eventually ‘fixed,’ undergoing procedures which make their behavior more tailored to their species’ baseline. As functionalists believe, undergoing procedures can correct disabled individuals to the ‘normal’ human state of functioning. Individuals with congenital disabilities have no mental concept of any other ‘normal’ while those that acquired disabilities know what ‘fitting’ the population's baseline feels like. Those born with congenital differences choose to undergo medical procedures can find the adjustments to be overwhelming. Dr. Oliver Sacks wrote, "for here the patient's personhood is essentially involved, and the study of disease and identity cannot be disjoined." (Doidge, 2016) In these cases, individuals seek solutions to their congenital mind and body problems that differentiate them from that which is considered normal. After seeking and finding solutions to become more normal, individuals can regret or work to reverse the procedures. It is hard to quantify the value and loss of a disability. Barnes presents that it would be seen as helpful for a doctor to perform a surgery that resulted in a disabled individual becoming nondisabled (Barnes, 2016). In contrast, it would be seen as destructive and harmful for a doctor to perform a surgery that results in an individual becoming disabled. I argue that procedures which attempt to correct an individual’s congenital difference instead create a disability. 

Personal Testimony: The Body as a Foreign Object 

In 2015, I underwent a procedure, which had been presented to me as an option to ‘dull’ my facial difference from a young age. In this cosmetic surgery a serum similar to Botox would be injected into the side of my smile that is fully functioning and paralyze it in an attempt to balance out the asymmetry. The serum was intended to affect my facial nerves for approximately 3 months, within a day the side of my face that once had full motion was not slightly frozen but fully paralyzed. The doctor had doubled the amount of serum that he should have injected and as a result my face was deformed for 6 months. 

My difference from what is ‘normal’ is confined to one half of my face, I would argue that this procedure was intended to alter my response even further from the norm. This procedure made both sides of my face differ from the norm. The way I had always smiled, talked, and ate changed and my ability to perform things I could once do was hindered. Initially I had nothing, personally, to base my lack of movement off of (Schimmel, 2017). My normal was altered and my function was reduced in an attempt to reach the medical and societal definition of normal human behavior. The health professional had performed a procedure that resulted in me acquiring a disability and for the first time in my life my smile became something foreign to me. Not only was my physical state changed but my mental state was impacted. I now know what it is like to not have the smile I was born with. I looked in the mirror after this procedure and was suspended in between my normal and the population's baseline ‘normal’ - stuck in limbo, belonging to neither. My phenomenological experience had changed, making me question my current and one from birth. This incident was an intrusion on my way of being; perhaps I am ‘hooked up wrong’ but I underwent a procedure to ‘fix’ my behavior, one that is closer to the baseline and I immediately regretted it. While this procedure attempted to correct my physical state and manifested behavior it failed to allow for function. In an attempt to fix my difference the medical sphere created a fault. 

What is the right kind of baseline population? 

Discussions of well-being more often than not leave out the perspective of the disabled individual, assuming that their level of happiness is much lower than it is. Happiness is evaluated as lower mainly because of difficulties attributed to physical impairment and diverse behaviors rather than the attitudes and social barriers that impair the differently abled individual. This is one issue of first-person authority; individuals have privileged knowledge of their own mental states. This self-knowledge is a part of widespread controversy in philosophy of mind with general agreement that first-person ascriptions of mental states carry a presumption of correctness - the degree of assumption differs in accordance with the degree of normal function (Wasserman, 2016). The normal physical state of being in a certain mental state is determined by the people that are ‘hooked up right.’ All individuals hold a degree of difference, let us inquire what the line of difference is. Congenital disability is the individual's normal, but they are not perceived by others as normal. Diagnosis allows for community, solidarity and a space in which you can feel the ‘normal’ you know you are. Aboutface is a camp for people with facial differences where the output of a smile is varied in difference. There can be different populations from which 'normal' can be defined (Allen, 2020). Ultimately if I grew up at Aboutface camp where everyone had a facial difference similar to mine it would be normal. Being born with a disability is very different then acquiring one. Instead of being told your physical state is wrong by others, you know your state to be wrong by yourself. Acquired disability results in an outer body experience where something that was once yours is taken away, there is something lacking (Schimmel, 2017). Lewis proposed the appropriate population that the mental state realizer should be relativized to. This question can also be stated; which group do we plug into ‘Y’ in ‘X is in pain just in case X is in the state which realizes the causal role of pain in Y?’ Lewis believes the population to be us (humans), since we developed the concept of pain. Another option to this dilemma is if we are attempting to decide if X is in pain, it should be the group X is a member of, and/or a group where X is not exceptional (Lewis, 1983). Lewis provides the example of a sub-population of human beings that the state that plays the causal role of pain instead causes thirstiness. If this is the case, we might be tempted to think of the sub-population as a group of mad men, or of martians. There is no clear way of deciding in which sense they are in pain. Congenitally disabled individuals are a sub-population of human beings, in which they have their own causal roles of ‘pain’, ‘normal’ and ‘disabled.’ 

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Artificial Intelligence (AI) is shaping the way in which business is conducted, and while helpful, it can also be harmful. Researchers have been working to address ethical issues such as racial  and gender bias, but there is an underrepresentation of disabled individuals. 

Let's make a distinction between fairness to individuals with disabilities from issues concerning other protected attributes such as race and gender. Disability is fluid and extensive in its number of physical and mental health conditions, which can fluctuate throughout an individual’s life. Each diagnosis has unique histories and idiosyncrasies, making them common in relation to the general population. Disability information is also sensitive and often individuals are understandably reluctant to reveal diagnosis. The category of ‘disability’ complicates past classifications, and thus disturbs calls to simply include disabled people in datasets, which are constructed around rigid models of categorization. 

The disabled community is negatively impacted by the lack of data that is intrinsic in their conditions. This issue of coverage is a genuine concern when applying AI systems to people with disabilities. When a given technology is unethical, a consistent response to mitigate algorithmic bias is to train the ML on more diverse datasets. In the case of disability, simply expanding a dataset’s parameters to include new categories, in an attempt to account for difference, won’t work to ensure this group is represented.

AI has found a novel application in the field of recruitment: HireVue’s recruitment Facial Recognition Technology (FRT) is increasingly used for candidate screening, particularly with the rise of video interviews during the pandemic in both the public and private sectors. HireVue's platform has hosted over 19 million video interviews for over 700 global customers. Unilever, Intel and JP Morgan are a few firms using AI to improve ‘efficiency’ in recruitment. HireVue is often used by high-volume employers to automate screening at the beginning of the hiring process. The AI attempts to predict how a candidate will perform by analyzing the interviewees’ gestures, facial expressions, poses, lean, voice tone and cadence. This process produces an ‘employability score,’ which employers then use to decide who advances in the process. Unilever’s average recruitment time was cut by 75% after implementation; hiring teams are enticed to use FRTs because it reduces employee involvement in hiring processes . There are benefits, however this expedited process is not worth the ethical implications that arise from its use. The use of FRT is deeply concerning as the systems are based on discriminatory and discredited science that are fundamentally inconsistent with human rights. Consequently, the potential convenience of FRTs must be weighed against the resulting concerns of accuracy, privacy, and ableism. 

HireVue’s FRT system analyzes facial movement and assumes they are linked to the candidate's emotions. This results in making psychological inferences on an individual’s ability to succeed in a role based on their facial data. When FRT is used in the interview process an individual with a facial difference is likely to generate lower scores. This risks employers violating obligations imposed under human rights and equality legislation. Integrating disability into the AI ethics conversation helps illuminate the tension between AI systems’ reliance on data as a primary means of representing the world, and its lack of ability to capture human fluidity of identity and lived experience. Without diverse training, an AI system would not be able to learn any characteristics demonstrated by individuals with facial differences who were later successful in employment.

To those in industry and tech development: Action Steps

Moving forward, AI used in hirings should be mandated to publicly release out-sourced bias audit reports. Furthermore, the Equal Employment Opportunity Commission (EEOC) should review these systems and issue guidance on whether they violate the Disabilities Act. When developing and deploying FRT company’s need to consider the relevant risk, desired outcome and necessity of this intrusive method. Employment courts and national data protection authorities are likely to punish excessive, inappropriate or unnecessary applications of FRT (Creed, 2020). 

The more general challenge we must ask of the AI community is how to handle outliers. Machines won't solve the problems we ourselves cannot, but they learn norms and optimize for those norms. ML judges individuals by mathematical comparison to learned data points, even when it may have never encountered someone like you and this is a fundamental limitation in fair treatment of individuals with facial differences and disabilities. 

As industries continue to engage with FRT we must not deny that we are deeply shaped by technology, which calls for the same democratic, citizen-based input granted to other societal issues. The application of FRT in recruitment processes does not properly represent the talents of the disabled community, making it ableist. To mitigate bias in AI it must be trained on diverse datasets, but we are not able to create one that would account for the multiplicity of disabilities. Facial recognition technology cannot adequately be trained to account for the fluidity of difference in the human condition - there is not a consistent way to be different. 

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As one would imagine you learn a lot in an MA, mine was on Philosophy and AI. But no matter how much research you do beforehand, reading over the summer list or reviewing the syllabus you never fully know what the course will entail.

I've learned more about what it means to be human by studying AI, specifically the philosophy and ethics of AI. This blog teases this idea.

Initial thought:

Machines lack nuance and community, the ability to decipher (golden mean), they do not have the intuition or skills needed to adjust in context-dependent situations.

Our community and social networks allow for cultural understanding and connection to others, where we play a distinct role that is uniquely understood and flexible depending on who we interact with.

I am both a sister, student, daughter partner, friend, researcher, musician, etc.

The multifaceted purpose of a human is seen in that we don't do or are just one thing.

Yes, we may consider ourselves programmed to a certain degree (culturally and socially), one may say all creations are inspired by plagiarism, based on pre-existing frameworks. The 'update' is our own subjective experience.

Comparison: defining through negation

AI

  • can be copied, many of one thing

  • speed, ability to process data

  • no social code, connection to others

  • lack of mobility

  • no human error

  • fewer and more specific roles/assignments

  • watts of energy of a computer = 2, while a human = 25 watts

  • result of many minds

Humans

  • death

  • rational thought (think, review, act)

  • needs: sleep and food

  • ability to learn from the past

  • agile, speed of adjustments and adaptations

  • have key bodily constraints

  • learning through experience, which we all perceive differently

Both

  • made by humans

tbc.

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