Economic case for the integration of chiropractic services into the health care system
Bibliographic record
Abstract
The role and position of chiropractic care in the health care system must be transformed from being alternative and separate to alternative and mainstream. This transformation requires that chiropractic services become integrated in the many health care delivery organizations that collectively constitute the health care system. There is solid and impressive economic and related justification for the desired integration. Chiropractic care is a cost-effective alternative to the management of neuromusculoskeletal conditions by other professions. It is also safer and increasingly accepted by the public, as reflected in the growing use and high patient retention rates. There is much and repeated evidence that patients prefer chiropractic care over other forms of care for the more common musculoskeletal conditions. The public interest will be well served by this transformation. Musculoskeletal disorders and injuries are the second and third most costly categories of health problems in economic burden-of-illness studies. They rank first as a cause in the prevalence of chronic health problems and long-term disability and rank at the top for activity limitations and short-term disability. They rank first as a reason for consultation with a health professional and second as a reason for the use of prescription and nonprescription drugs. These conditions are more prevalent among the poor, lower-middle income groups, and the elderly, yet those are precisely the groups that make the least use of chiropractic care for reasons of inadequate insurance coverage. The integration of chiropractic care into the health care system should serve to reduce health care costs, improve accessibility to needed care, and improve health outcomes.
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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 | 0.025 | 0.065 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.007 | 0.032 |
| Scholarly communication | 0.017 | 0.024 |
| Open science | 0.003 | 0.013 |
| Research integrity | 0.022 | 0.029 |
| Insufficient payload (model declined to judge) | 0.019 | 0.001 |
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".