MétaCan
Menu
Back to cohort
Record W2218739338

Chiropractic Name Techniques : a review of the literature

2001· review· en· W2218739338 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenuePubMed Central · 2001
Typereview
Languageen
FieldMedicine
TopicClinical practice guidelines implementation
Canadian institutionsCanadian Memorial Chiropractic College
Fundersnot available
KeywordsChiropracticAlternative medicineSpinal manipulationClinical trialMedicineCurriculumInclusion (mineral)Clinical PracticeMedical educationPhysical therapyMedical physicsFamily medicinePsychologyPathologyPedagogy
DOInot available

Abstract

fetched live from OpenAlex

In a previous article, the author discussed current trends in utilization rates of chiropractic “Name Techniques” in Canada, and provided recommendations for their inclusion into the curriculum at the Canadian Memorial Chiropractic College. In this article, a review of the literature on “Name Techniques” was conducted, with interpretation and synthesis by the author. One hundred and eleven articles were found. These were: technique discussions (N = 39), case studies (N = 25), case series (N = 5), experimental studies (N = 25) and clinical trials (N = 17). The literature suggested that prone leg length testing and some x-ray mensurations may have acceptable inter and intra-rater reliability. In addition, there are several case studies that reported significant clinical benefits by patients receiving Activator, Alexander, and Upper Cervical treatments. Patients also reported improvements in quality of life while under either Upper Cervical or Network Spinal Analysis care. This information may help develop professional practice guidelines, and it may have implications for chiropractic research and education.

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)0.002
metaresearch head score (Gemma)0.014
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: Review · Consensus signal: Review
Teacher disagreement score0.854
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.001
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 head0.204
GPT teacher head0.475
Teacher spread0.271 · 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