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Record W2083894888 · doi:10.1186/1472-6882-12-s1-p332

P04.62. Systematic review of clinical studies of whole practice naturopathic medicine

2012· article· en· W2083894888 on OpenAlexaff
Carlo Calabrese, Erica Oberg, Ryan Bradley, Dugald Seely, Kieran Cooley, Joshua Z. Goldenberg

Bibliographic record

VenueBMC Complementary and Alternative Medicine · 2012
Typearticle
Languageen
FieldMedicine
TopicComplementary and Alternative Medicine Studies
Canadian institutionsCanadian College of Naturopathic Medicine
Fundersnot available
KeywordsNaturopathyMedicineClinical PracticeAlternative medicineModalitiesAccreditationScope (computer science)Traditional medicineFamily medicineMedical educationSocial science

Abstract

fetched live from OpenAlex

Through a systematic review, we accessed clinical studies in acute and chronic diseases in which licensed naturopathic clinicians were allowed access to therapeutic and diagnostic tools within their scope of practice or to well-described models of current whole practice. Databases searched include AMED, EMBASE, MEDLINE, PREMEDLINE and the Cochrane Library. In addition, content experts were consulted and the lay literature hand-searched to identify additional relevant studies. The review was performed and reported according to PRISMA guidelines for systematic reviews and describes for each study participants, interventions, comparisons, outcomes, and study design. We have so far identified 12 studies fitting inclusion criteria with a variety of designs in anxiety, tendinitis, temporomandibular joint disorder, low back pain, general pain, hypertension, multiple sclerosis, menopausal symptoms, cardiovascular risk and type 2 diabetes. Six were randomized trials including 2 with cost components, one a comparative prospective observational study, one a prospective single group observation, and four were retrospective. All showed some evidence of effectiveness though most had methodological weaknesses. No studies in acute disease meeting criteria were found. The review provides evidence of effectiveness and cost savings that merit further investigation of naturopathic care for chronic disease.

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 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)0.007
metaresearch head score (Gemma)0.012
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.686
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0040.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.308
GPT teacher head0.532
Teacher spread0.224 · 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 teacher head, not a consensus.

Study designSystematic review
Domainnot available
GenreEmpirical

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
Published2012
Admission routes1
Has abstractyes

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