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Record W2002611803 · doi:10.5014/ajot.54.5.561b

Occupational Health/Occupational Medicine

2000· article· en· W2002611803 on OpenAlexaboutno aff
James M. Herzog

Bibliographic record

VenueAmerican Journal of Occupational Therapy · 2000
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Safety Research
Canadian institutionsnot available
Fundersnot available
KeywordsOccupational therapyIconCitationHealth careRehabilitationLibrary scienceArt historyMedicineManagementGerontologyArtPolitical sciencePhysical therapyLaw

Abstract

fetched live from OpenAlex

Book Review| Online September 01 2000 Occupational Health/Occupational Medicine Ergonomics in Health Care and Rehabilitation. Valerie J. Berg Rice, PhD, OTR/L, CPE, FAOTA ( 1998). Butterworth-Heinemann, 225 Woburn Avenue, Woburn, MA 01801–2041 369 pp., $47.50 (cloth) 0-7506-9714-8Sourcebook of Occupational Rehabilitation. Phyllis M. King (Ed.) ( 1998) Plenum Press, 233 Spring Street, New York, NY 10013-1578 426 pp., $70.00 (cloth) 0-306-45842-XWounded Workers: The Politics of Musculoskeletal Injuries. Penny Kome ( 1998). University of Toronto Press, 5201 Duffern Street North York, Ontario M3H 528, Canada. 255 pp., $19.95 (paper) 0-8020-7795-1Why Is This Job Killing Me?. John B. KachubaMary A. Newman, PhD ( 1999). Dell Publishing, 1540 Broadway, New York, NY 10036 244 pp., $6.50 (paper) 0-440-23486-7 James M. Herzog James M. Herzog James M. Herzog, MS, OTR, Director of Industrial Rehabilitation Professional Rehabilitation Associates Buffalo, New York Search for other works by this author on: This Site PubMed Google Scholar Author & Article Information Online Issn: 1943-7676 Print Issn: 0272-9490 Copyright © 2000 by the American Occupational Therapy Association, Inc.2000 The American Journal of Occupational Therapy, 2000, Vol. 54(5), 561–563. https://doi.org/10.5014/ajot.54.5.561b Views Icon Views Article contents Figures & tables Video Audio Supplementary Data Peer Review Share Icon Share MailTo Twitter LinkedIn Tools Icon Tools Get Permissions Cite Icon Cite Search Site Citation James M. Herzog; Occupational Health/Occupational Medicine. Am J Occup Ther September/October 2000, Vol. 54(5), 561–563. doi: https://doi.org/10.5014/ajot.54.5.561b Download citation file: Ris (Zotero) Reference Manager EasyBib Bookends Mendeley Papers EndNote RefWorks BibTex toolbar search Search Dropdown Menu toolbar search search input Search input auto suggest filter your search All ContentThe American Journal of Occupational Therapy Search Advanced Search This content is only available via PDF. Copyright © 2000 by the American Occupational Therapy Association, Inc.2000 Article PDF first page preview Close Modal You do not currently have access to this content.

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)0.001
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation 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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.669
Threshold uncertainty score0.954

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0060.006
Science and technology studies0.0010.001
Scholarly communication0.0040.003
Open science0.0020.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.3310.284

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 head0.188
GPT teacher head0.553
Teacher spread0.365 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

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

Citations1
Published2000
Admission routes1
Has abstractyes

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