Bibliographic record
Abstract
4.10 24-Hour Clock 4.11 Review Exercises Chapter V. Organization of the Body 5.1 Introduction to the Organization of the Body 5.2 Levels of Organization and Body Systems 5.3 Directional Terms and Body Planes 5.4 Body Cavities and the Abdominal Regions and Quadrants 5.5 Divisions of the Spine 5.6 Review Exercises Chapter VI.Body Systems 6.1 Introduction to Body Systems 6.2 Cardiovascular System 6.3 Respiratory System 6.4 Endocrine System 6.5 Female Reproductive System 6.6 Male Reproductive System 6.7 Lymphatic System 6.8 Urinary System 6.9 Nervous System 6.10 Integumentary System 6.11 Digestive System 6.12 Musculoskeletal System 6.13 Review Exercises Chapter VII.Medications 7.1 Introduction to Medications 7.2 Basics of Medications 7.3 Medication Routes and Forms 7.4 Intravenous (IV) Medications and Solutions 7.5 Medication Categories 7.6 Review Exercises Chapter VIII.Diagnostic Tests and Procedures 8.1 Introduction to Tests and Procedures 8.2 Laboratory Tests 8.3 Diagnostic Imaging: Radiology 8.
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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 | 0.002 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.008 | 0.008 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.008 |
| Insufficient payload (model declined to judge) | 0.028 | 0.029 |
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".