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Record W6996927004

The treating physicians experiences of the return to work process in Thunder Bay

2012· dissertation· en· W6996927004 on OpenAlex

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

VenueKnowledge Commons (Lakehead University) · 2012
Typedissertation
Languageen
FieldHealth Professions
TopicOccupational Health and Safety Research
Canadian institutionsnot available
Fundersnot available
KeywordsThunderGrounded theoryWork (physics)Occupational safety and healthHealth carePerceptionQualitative researchTheme (computing)
DOInot available

Abstract

fetched live from OpenAlex

This study explored the experiences of physicians who treat injured workers (treating physicians) and are responsible for providing information to employers and the Workplace Safety and Insurance Board (WSIB) regarding an injured worker?s ability to return to work (RTW) following a workplace injury. This study specifically examined the factors that these treating physicians perceived as influential within the RTW process.
\nSemistructured, face-to-face interviews were conducted during the early part of 2009 with nine general practitioners, four specialists (orthopaedic surgeons) and one physician with expertise in the field of disability management. Interviews were conducted with each treating physician individually in their clinical office. Interviews were recorded and professionally transcribed. A grounded theory approach was used to analyze the findings from these interviews.
\nThe treating physicians identified several factors that I categorized into micro, meso, and macro level factors. At the micro level, the role of the treating physician and the treating physician?s view of an injured worker?s motivation to return to work and the perception of safe return-to-work emerged as important themes. At the meso level, communication as an overall theme with the frequency of communication, broken telephone syndrome, and facilitated return-to-work coordination as subthemes emerged. Further, at the macro level, the treating physicians revealed that the WSIB process, the social environment of the workplace, and the availability of health care services influenced their experiences with the RTW process and the medical management of the injured workers.
\nThe treating physicians in this study described many challenges to medically managing injured workers following an occupational injury. Improvements were recommended in areas of physician remuneration, stakeholder collaboration, communication between parties, and facilitation of the RTW process. This study was the first of its kind to interview the treating physicians in a northern Ontario setting. Further research is needed to better understand the experiences of other stakeholders, including injured workers and other health care providers during the RTW process.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.369
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
Bibliometrics0.0000.003
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.065
GPT teacher head0.405
Teacher spread0.340 · 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