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Record W4388428057 · doi:10.1521/jsyt.2023.42.2.58

“No One Has a Fundraiser for a Family in a Mental Health Crisis”: Constructing Mental Health as Bodies of Moral Worth

2023· article· en· W4388428057 on OpenAlexvenueno aff
Joshua L. Boe, Jamie-Lyn Richartz

Bibliographic record

VenueJournal of Systemic Therapies · 2023
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicFinTech, Crowdfunding, Digital Finance
Canadian institutionsnot available
Fundersnot available
KeywordsMental healthNarrativeConstruct (python library)Stigma (botany)PsychologyHEROSocial psychologyPublic relationsPolitical sciencePsychiatry

Abstract

fetched live from OpenAlex

As United States citizens experience the rising cost of health care and the economic impact of COVID-19, they have turned toward other means of securing financial assistance. One popular strategy is the use of crowdfunding through GoFundMe (GFM). Recently, scholars have examined the mechanisms behind a “successful “ campaign. However, few scholars explore how these narratives are constructed. Using narrative inquiry, we examined the narrative structure of 83 GFM requests with the aim of understanding how people construct those seeking financial assistance for mental health as people of moral worth. Our results reveal that narratives are typically structured through the hero/heroine's story arch, often focusing on how the person has much to offer to society, is ready for change through whatever means necessary, and is only seeking requests after exhausting all other options. Such constructions may inadvertently further perpetuate stigma toward mental health needs and those who experience mental health crises.

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.

How this classification was reachedexpand

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.585
Threshold uncertainty score0.898

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.055
GPT teacher head0.284
Teacher spread0.228 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2023
Admission routes1
Has abstractyes

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