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Record W2313757792 · doi:10.1155/2002/514949

Insurance Research and Medical Ethics

2002· review· en· W2313757792 on OpenAlexaffabout
Lorie Terry

Bibliographic record

VenuePain Research and Management · 2002
Typereview
Languageen
FieldHealth Professions
TopicHealth, Medicine and Society
Canadian institutionsSaskatchewan Disease Control LaboratoryUniversity of Regina
Fundersnot available
KeywordsDenialRehabilitationDamagesPaymentMedicinePain and sufferingBusinessPsychologyPhysical therapyPolitical scienceLawFinance

Abstract

fetched live from OpenAlex

On January 1, 1995, Saskatchewan adopted a radical, no‐fault system for motor vehicle accident insurance. Virtually no room was left for injured victims to sue for damages, whether for pain and suffering or for economic compensation. In fact, the no‐fault system removed benefits for pain and suffering altogether. Apart from the concern that arose at the denial of justice in relation to economic matters and the blanket denial of pain, there was concern over the arrangements for medical care. Under the new Automobile Accident Insurance Act, injured persons were entitled to compensation and payment for treatment, as managed by their own doctors, chiropractors or physiotherapists for the first six weeks subsequent to an injury. Thereafter, they were required to be seen by insurance company‐appointed doctors, chiropractors or physiotherapists if they wished the income replacement benefits to continue, treatment to be provided or both. They also were obliged to accept the recommendations of the insurance company doctors for the next 12 weeks, under what was called ′secondary rehabilitation′. If they claimed not to be well at the end of that period, further rehabilitation, described as ′tertiary rehabilitation′ would be ordered. Two specific ′in‐patient′ centres were established for tertiary rehabilitation in different parts of the province (Regina and Saskatoon), and victims thought to be in need of tertiary rehabilitation had to travel if they did not live in either Regina (the provincial capital) or Saskatoon. The administration and treatment of individuals under these systems were so unacceptable to many individuals that a widespread resistance movement was generated and was established as the Coalition Against No‐Fault Insurance on August 28, 1998, opening with simultaneous protests in Regina, Saskatoon, Prince Albert North Battleford and Estevan, each one organized by a local victim of the no‐fault insurance scheme.

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)0.106
metaresearch head score (Gemma)0.117
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.106
Threshold uncertainty score0.560

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1060.117
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0020.003
Science and technology studies0.0110.051
Scholarly communication0.0150.008
Open science0.0030.008
Research integrity0.0180.018
Insufficient payload (model declined to judge)0.0150.004

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 head0.661
GPT teacher head0.669
Teacher spread0.007 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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

Citations5
Published2002
Admission routes2
Has abstractyes

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