CSHP Summer Educational Sessions (SES) 2013: Poster Abstracts / Séances éducatives d’été (SÉÉ) 2012 de la SCPH : Résumés des affiches
Bibliographic record
Abstract
Clenbuterol Cardiac Toxicity and Type II Myocardial Infarction after Ingestion for Weight Loss 2. Medication Use after Laparoscopic Sleeve Gastrectomy: One Year Results from the Newfoundland and Labrador Bariatric Surgery Cohort Study 3. A Basal-Prandial Insulin Protocol for Improving Inpatient Glycemic Control (A BIG Study) 4. A Point Prevalence Survey of Antimicrobial Use: Benchmarking and Patterns of Use to Support Antimicrobial Stewardship Efforts 5. Treatment of Cerebellar and Brainstem Stroke Symptoms with Amitriptyline: A 4 Patient Case Report 6. Round 1 Delphi Results of the National Hospital Clinical Pharmacy Key Performance Indicators Consensus Process 7. Round 2 Delphi Results of the National Hospital Clinical Pharmacy Key Performance Indicators Consensus Process 8. Analysis of Dose and Concurrent Medication Administration of "As Needed" Chemical Restraint to Inpatients with Behavioural and Psychological Symptoms of Dementia 9.The Development and Implementation of a Provincial Clinical Training Program for Pharmacists
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.254 | 0.051 |
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".