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Record W4253233026 · doi:10.1002/mhw.31775

In Case You Haven't Heard…

2019· article· en· W4253233026 on OpenAlexaboutno aff

Bibliographic record

VenueMental Health Weekly · 2019
Typearticle
Languageen
FieldHealth Professions
TopicHomelessness and Social Issues
Canadian institutionsnot available
Fundersnot available
KeywordsSafe havenCompensation (psychology)Mental healthMental illnessHavenPeer supportDepression (economics)PsychologyCriminologyMedicineNursingPublic relationsPsychiatryPolitical scienceSocial psychology

Abstract

fetched live from OpenAlex

One of Canada's first peer support groups for funeral workers has been launched in Ottawa to address the overlooked mental health challenges of those in the death business, Ottawa Citizen reported Feb. 3. Michael Dixon and three colleagues founded Ottawa Funeral Peer Support last year after recognizing the suffering that existed within the profession. “Like first responders, we have lost an awful lot of people to depression and mental illness,” said Dixon, a supervisor with Ottawa Mortuary Services. “A lot of other people have simply stepped away from the profession.” Funeral workers experience the same kind of trauma as paramedics and police officers, he said, but they tend to focus on grieving clients and ignore their own well‐being. Ontario now recognizes PTSD as a work‐related illness for police, firefighters and paramedics, which gives them faster access to workers' compensation. The law does not apply to funeral workers. Ottawa Funeral Peer Support now has 80 members on its Facebook page.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.692
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.003

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 head0.047
GPT teacher head0.456
Teacher spread0.408 · 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; both teacher heads agree on what is shown here.

Study designObservational
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

Citations0
Published2019
Admission routes1
Has abstractyes

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