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Record W1537443510

Chiropractic practice in military and veterans health care: The state of the literature.

2009· article· en· W1537443510 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

VenuePubMed · 2009
Typearticle
Languageen
FieldHealth Professions
TopicMedical Research and Practices
Canadian institutionsnot available
Fundersnot available
KeywordsChiropracticAlternative medicineHealth careMedicineData scienceComputer sciencePolitical sciencePathology
DOInot available

Abstract

fetched live from OpenAlex

OBJECTIVE: To summarize scholarly literature that describes practice, utilization, and/or policy of chiropractic services within international active duty and/or veteran health care environments. DATA SOURCES: PubMed, the Cumulative Index to Nursing and Allied Health Literature, and the Index to Chiropractic Literature were searched from their starting dates through June 2009. REVIEW METHODS: All authors independently reviewed each of the articles to verify that each met the inclusion criteria. Citations of included papers and other pertinent findings were logged in a summary table. RESULTS: Thirteen articles were included in this study. Integration of chiropractic care into military or veteran health care systems has been described in 3 systems: the United States Department of Defense, the United States Department of Veterans Affairs, and the Canadian Forces. CONCLUSION: Chiropractic services seem to be included successfully within military and veteran health care facilities. However, there is a great need for additional written evaluation of the processes, policies, practices, and effectiveness of chiropractic services in these environments.

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)0.004
metaresearch head score (Gemma)0.013
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.924
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.060
GPT teacher head0.439
Teacher spread0.378 · 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