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Record W1966364536 · doi:10.1016/j.jmpt.2010.06.007

Consensus Terminology for Stages of Care: Acute, Chronic, Recurrent, and Wellness

2010· article· en· W1966364536 on OpenAlexaff
Mark D. Dehen, Wayne Whalen, Ronald J. Farabaugh, Cheryl Hawk

Bibliographic record

VenueJournal of Manipulative and Physiological Therapeutics · 2010
Typearticle
Languageen
FieldMedicine
TopicMusculoskeletal pain and rehabilitation
Canadian institutionsCanadian Chiropractic Association
Fundersnot available
KeywordsChiropracticFacilitatorMedicineTerminologyDelphi methodHealth careMultidisciplinary approachDelphiNominal groupScope (computer science)Alternative medicineMedical educationNursingFamily medicinePsychologyPolitical scienceArtificial intelligenceComputer science

Abstract

fetched live from OpenAlex

OBJECTIVE: As the chiropractic profession delineates its role in the emerging health care marketplace, it will become increasingly important that the scope of appropriate chiropractic care is clearly defined relative to overall patient case management. Therefore, the Council on Chiropractic Guidelines and Practice Parameters engaged in a multidisciplinary consensus process addressing the terminology related to "levels of care." METHODS: A formal consensus process was conducted in early 2009, following the RAND/UCLA method for rating appropriateness. Panelists were selected to provide a broad representation of the profession in terms of geographic location and organizational affiliation, and an attempt was made to include members of other professions, including representation from third-party payors. The Delphi process was conducted electronically in January-February 2009. A nominal group panel was conducted through an online meeting service using an experienced group facilitator. Twenty-seven panelists were selected; all but 3 were doctors of chiropractic. Six of the panelists had experience as consultants with third-party payors. RESULTS: Fifteen seed statements were circulated to the Delphi panel. Consensus was reached on all statements after 3 Delphi rounds, with further refinements made through the nominal group panel. CONCLUSIONS: By using a recognized formal consensus process, the Council on Chiropractic Guidelines and Practice Parameters has endeavored to establish a set of terms that are acceptable to the chiropractic community in order to facilitate their use within the broader health care community.

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)0.048
metaresearch head score (Gemma)0.085
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: Other · Consensus signal: none
Teacher disagreement score0.048
Threshold uncertainty score0.254

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0480.085
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.003
Bibliometrics0.0100.007
Science and technology studies0.0030.012
Scholarly communication0.0040.006
Open science0.0040.007
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0050.002

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 head0.145
GPT teacher head0.386
Teacher spread0.241 · 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
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

Citations13
Published2010
Admission routes1
Has abstractyes

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