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Record W7155532721 · doi:10.59236/emro.v27i8a258

Life After

2025· article· W7155532721 on OpenAlex
Kathryn Albright

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueEducational Media Reviews Online · 2025
Typearticle
Language
FieldSocial Sciences
TopicDisability Rights and Representation
Canadian institutionsnot available
Fundersnot available
KeywordsTheme (computing)NothingRidiculousState (computer science)SentenceOrder (exchange)Wife

Abstract

fetched live from OpenAlex

Distributed by Good DocsProduced by Colleen Cassingham and Lyntoria NewtonDirected by Reid Davenport2025, Streaming, 99 mins "Her body was like a battlefield." This quote from Life After describes disabled activist Elizabeth Bouvia, who made headlines in the early 1980s when she took a California hospital to court in order to get legal grounds to force them to assist in her suicide. Elizabeth, almost completely dependent on others to live due to a body crippled by cerebral palsy and degenerative arthritis, no longer wanted to be alive. The judge ruled against Elizabeth, who became a sudden and involuntary Right to Die activist, forcing her to continue to live an existence she found painful, humiliating, and depressing. The question, "What does it cost for Elizabeth to be alive?" is hauntingly answered by her with "Nearly $150,000 a year (as of 1997), much of it coming from state and federally funded agencies. I just feel that this is a burden to society." That final sentence encapsulates so much of the central theme in this film of the struggle of disabled bodies to function in a society not built for them, the financial ramifications that being disabled brings, the lack of accessible and affordable healthcare, and the othering of people with disabilities by a largely unsympathetic able-bodied population. The film explores this theme through several interweaving storylines—first, that of Elizabeth Bouvia, of whom almost nothing was heard after her loss in the California Courts. The film's director, Reid Davenport, himself living with a physical, mobility-related disability, sets off on a quest to find out what happened to Elizabeth Bouvia after she left the spotlight, and hopefully speak to her himself. Another thread of the film is a look into Right to Die legislation in Canada, specifically MAID (Medical Assistance in Dying) legislation that allows people with disabilities who meet the specified criteria to go through with physician-assisted suicide. Initially, this seems like a win. After all, Elizabeth's own bodily autonomy and choice were taken away from her, so it feels as though progress is being made. However, the more the film looks into MAID and interviews disabled people considering physician assisted suicide, the more disturbing questions arise. One interviewee, whose mother was his lifelong caretaker, thinks to himself during her slow death from cancer, "I'm going to die shortly after." His lack of access to home help, especially during the Covid-19 pandemic, leads him to realize his only options are either to go into care, which he views—somewhat justifiably—as a prison sentence, or choosing to go through MAID. He doesn't want to die but feels it's his only option. In discussing a Canadian bill, C-7, disability activists point out their concern with MAID, that people with disabilities could be pressured by physicians and society to access MAID instead of receiving more costly supports and services. And that, at its heart, is where Life After truly shines, in pointing out uncomfortable truths about how society views people with disabilities, as people whose quality of life is greatly or entirely diminished, no matter what they themselves say, and as drains on resources that others might better benefit from. Davenport is an excellent person to raise and navigate these questions, and seeing the world through his eyes and his experiences is critical to truly understanding the questions that viewing this film provokes. What value do we place on different human lives? Who has a right to resources? And what options do we offer those whose bodies don't function as others' do? While heavy, these questions need to be asked and discussed, and Life After will leave you pondering these thoughts long after the film ends. Awards:U.S. Documentary Special Jury Award, Sundance Film Festival

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.009
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.718
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0170.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.049
GPT teacher head0.420
Teacher spread0.371 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it