The American College of Surgeons, Minimum Standards for Hospitals, and the Provision of High-Quality Laboratory Services
Bibliographic record
Abstract
CONTEXT: - The first major project of the American College of Surgeons (Chicago, Illinois), founded in 1913, was implementing Minimum Standards for Hospitals. The 1918 standard (1) established medical staff organizations in hospitals; (2) restricted membership to licensed practitioners in good standing; (3) mandated that the medical staff work with hospital administration to develop and adopt regulations and policies governing their professional work; (4) required standardized, accessible medical records; and (5) required availability of diagnostic and therapeutic facilities. One hundred years ago, these were radical expectations. OBJECTIVES: - To describe the origin, "marketing," and voluntary adoption of the 1918 standards, and to describe how the evolution of those standards profoundly affected laboratory medicine after 1926. DESIGN: - Available primary and secondary historical sources were reviewed. RESULTS: - The college had no legal mandate, so it used a highly consultative approach, funded by its membership and the Carnegie Foundation (New York, New York), to establish the Minimum Standards, followed by a nonthreatening mechanism to determine which hospitals met them. Simultaneously, the college educated the public to fuel their expectations. Compliance by more than 100-bed hospitals in the United States and Canada, although entirely voluntary, rose from negligible when first implemented in 1918 to more than 90% in only a few years. From 1922 to 1926, the American Society for Clinical Pathology (Chicago, Illinois) worked creatively with the college to establish Minimum Standards for "adequate" laboratory services. CONCLUSIONS: - The birth and implementation of this program exemplifies how a consultative approach with full engagement of grassroots stakeholders facilitated a voluntary, rapid, sweeping North America-wide change-management process. This program eventually evolved into the Joint Commission (Oakbrook Terrace, Illinois).
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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 | 0.009 | 0.034 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 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".