Bibliographic record
Abstract
OBJECTIVE: The objective of this study was to characterize the practice of pediatric chiropractic. DESIGN: The study design was a cross-sectional descriptive survey. SETTINGS/LOCATION: The settings were private practices throughout the United States, Canada, and Europe. PARTICIPANTS: The participants were 548 chiropractors, the majority of whom are practicing in the United States, Canada, and Europe. MAIN OUTCOME MEASURES: Practitioner demographics (i.e., gender, years in practice, and chiropractic alma mater), practice characteristics (i.e., patient visits per week, practice income reimbursement), and chiropractic technique were surveyed. The practitioners were also asked to indicate common indicators for pediatric presentation, their practice activities (i.e., use of herbal remedies, exercise and rehabilitation, prayer healing, etc.), and referral patterns. RESULTS: A majority of the responders were female with an average practice experience of 8 years. They attended an average of 133 patient visits per week, with 21% devoted to the care of children (<18 years of age). Practice income was derived primarily from out-of-pocket reimbursement with charges of an average of $127 and $42 for the first and subsequent visits, respectively. These visits were reimbursed to address common conditions of childhood (i.e., asthma, ear infections, etc.). Approach to patient care was spinal manipulative therapy (SMT) augmented with herbal remedies, exercises, rehabilitation, and so on. Wellness care also figured prominently as a motivator for chiropractic care. Fifty-eight percent (58%) indicated an established relationship with an osteopathic or medical physician. Eighty percent (80%) of the responders indicated referring patients to medical practitioners while only 29% indicated receiving a referral from a medical/osteopathic physician. CONCLUSIONS: The chiropractic care of children is a significant aspect of the practice of chiropractic. Further research is warranted to examine the safety and effectiveness of this popular nonallopathic approach to children's health.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 0.002 |
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.
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 source (direct Gemma or distilled Codex), 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".