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2000· article· en· W4237724647 on OpenAlexaboutno aff
Christopher R. Brigham, James B. Talmage

Bibliographic record

VenueAMA guides newsletter · 2000
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Safety Research
Canadian institutionsnot available
Fundersnot available
KeywordsScheduleCompensation (psychology)JurisdictionStatuteWorkers' compensationTable (database)Personal injuryActuarial scienceMedicinePsychologyBusinessLawOperations managementOperations researchPolitical scienceManagementEngineeringComputer scienceEconomicsSocial psychologyDatabase

Abstract

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Abstract Workers’ compensation in Canada is a legislated system of social insurance that is funded by assessments levied on employers. Thirteen established Workers’ Compensation Board (WCB) systems have regional jurisdiction and responsibility for administering and adjudicating compensation for the injured worker. Disability awards for certain injuries are determined by statute; others are determined using an acceptable reference or impairment schedule such as the AMA Guides to the Evaluation of Permanent Impairment (AMA Guides). On August 22, 1960, Dr D. E. Bell presented to the Association of Workers’ Compensation Boards of Canada an impairment rating schedule to represent the loss of earning capacity and fulfill the spirit of workers’ compensation. Dr Bell's schedule has served as the basis for many Canadian WCB Primary Rating Schedules. Most jurisdictions refer to the AMA Guides in instances when the primary schedule is inadequate. A table in this article lists the current primary and secondary schedules for assessment of impairment in Canada; another table shows the differences in the ratings between Dr Bell's schedule and the AMA Guides. The AMA Guides is used principally only in Yukon and Prince Edward Island and is used for impairment estimations of more complicated injuries in all regions but Quebec.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.043
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.524
Threshold uncertainty score0.678

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.043
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0030.001
Scholarly communication0.0040.005
Open science0.0020.003
Research integrity0.0060.003
Insufficient payload (model declined to judge)0.5240.260

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 head0.056
GPT teacher head0.458
Teacher spread0.402 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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
Published2000
Admission routes1
Has abstractyes

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