Global status of chiropractic education research and scholarly publications: a scoping review
Bibliographic record
Abstract
OBJECTIVE: This scoping review aimed to map the volume (number of studies) and nature (topics and designs) of chiropractic education research and scholarly publications on chiropractic learners and programs worldwide. INTRODUCTION: Despite the expansion of the chiropractic profession and its recognition by entities such as the World Health Organization, a gap exists in comprehending the international landscape of chiropractic education. No prior studies have systematically mapped the volume and nature of chiropractic education research and scholarly publications. A scoping review of chiropractic education research and scholarly publications is needed to guide future policy development, research agendas, and educational initiatives within the chiropractic profession. INCLUSION CRITERIA: Publications in the indexed literature on chiropractic students, graduates, academics, and programs in any chiropractic education setting were included. Studies focused on chiropractic programs and education for chiropractic students or chiropractors worldwide were considered for inclusion. All research designs, literature reviews, descriptive studies, and commentaries were included. METHODS: This scoping review was conducted according to JBI methodology for scoping reviews and was reported in line with the Preferred Reporting Items for Systematic reviews and Meta-Analyses extension for Scoping Reviews (PRISMA-ScR). The databases PubMed (NLM), Scopus, CINAHL via EBSCOhost, Index to Chiropractic Literature, Biblioteca Virtual em Saúde, and Educational Resources Information Center were searched from their inception to November 5 and 6, 2023, with no language limits. Data were extracted for primary topics, study designs, and regions of the included documents and entered in Covidence by paired independent reviewers. The findings were organized into figures and tables with a narrative description. RESULTS: The search identified 7494 documents. After deduplication, 5041 were screened for relevance, of which 667 were selected for full-text review. From these, 598 were selected for data extraction. The chiropractic education topics included values/ethical competence (n=3), personal/behavioral competence (n=34), knowledge and cognitive competence (n=49), functional and clinical competence (n=93), and program-relevant research (n=419). Most designs were quantitative (n=391), followed by descriptive reports (n=91), qualitative (n=43), mixed methods (n=40), commentaries (n=22), and literature reviews (n=11). Chiropractic education was most studied in the United States (n=359), Australia (n=116), and Canada (n=106). CONCLUSIONS: This scoping review reports the volume and nature of indexed publications relating to chiropractic learners and programs worldwide. This body of literature contains learner competencies in knowledge, skills, and attitudes, as well as studies about chiropractic programs. The increasing number of publications and proportion of study designs over time show that chiropractic scholars and programs are engaged in collecting, analyzing, and distributing data relevant to education and training. The map of professional competencies in the chiropractic education literature shows that the profession possesses the fundamental traits needed to contribute to the global health care workforce. REVIEW REGISTRATION: Open Science Framework https://osf.io/9b3ap. SUPPLEMENTAL DIGITAL CONTENT: French- [ http://links.lww.com/SRX/A94 ], Spanish- [ http://links.lww.com/SRX/A93 ] Mandarin- [ http://links.lww.com/SRX/A87 ], Portuguese- [ http://links.lww.com/SRX/A88 ], Malaysian- [ http://links.lww.com/SRX/A90 ], and Welsh-language [ http://links.lww.com/SRX/A89 ] translations of the abstract are available.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.128 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".