Differentiating Diseases: The<i>Centrum</i>of Differential Diagnosis in the Evolution of Oslerian Medicine
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Pivotal to best-practice medicine in the 21st century is the concept of differential diagnosis. What the classification of disease, nosology, is to pathology, so differential diagnosis is to the management of the individual patient. Doctor-patient interaction comprises a sequence that is a six-link chain comprising history-taking; examination; differential diagnosis; tests and investigations; provisional or definitive diagnosis; and finally, management. This chain, however abridged in detail, determines every medical encounter with every patient. This paradigm has gradually evolved since the time of recorded medical history. It had developed its present form, if not its name, in Western medicine and its derivatives, with the publication of Osler's The Principles and Practice of Medicine, in 1892. The term "differential diagnosis" first appeared in the first edition of Herbert French's book, An Index of Differential Diagnosis of Main Symptoms, published in 1913.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it