TOGETHER: CANADA’S HOSPITAL PHARMACY CONFERENCE 2023 / ENSEMBLE : CONGRÈS DES PHARMACIENS D’HÔPITAUX DU CANADA 2023
Bibliographic record
Abstract
Profile of the Data Available on Impactpharmacie Relating to the Roles and Impacts of Pharmacists 31.SGLT2 Inhibitors, the Blockbuster Drug of the Early 21st Century 32.Stability and Compatibility of Bupivacaine and Hydromorphone in PVC and Non-DEHP Bags for 30 Days at 4°C and 25°C 33.Stability of 5-Fluorouracil at 4°C, 25°C and 33°C Stored in Nipro SureFuser+ Ambulatory Balloon Infusers 34.Status of Reporting of Adverse Events Occurring in a Tertiary Cardiopulmonary and Metabolic Healthcare Center: Preliminary Results 35.Surgical Antimicrobial Prophylaxis (SAP) Decision-Making and Disagreement in the Operating Room: A Thematic Analysis 36.Survey of CHEO Staff on the Use of Epinephrine and the End-User Experience with Removal of Ratios from Epinephrine Products: A Quality Improvement Pilot 37. Sustainability in Hospital Pharmacy: A Quality Improvement Pilot to Assess Awareness to "Go Green" (see related award abstract, page 143) 38.Trends in New and Total Prescriptions for Oral Anticancer Medications at the Odette Cancer Centre: A 51-Month Retrospective Study 39.Use of Podcasts in Healthcare: A Literature Review 40.Venous Thromboembolism Prophylaxis Across the Prairie Provinces: Description of Definitions and Unique Populations PHARMACY PRACTICE / PRATIQUE PHARMACEUTIQUE 1.A Virtual Interactive Case System Innovation to Support Pharmacist Prescribing for Minor Ailments 2. Assessment of Sedative-Hypnotic Drug Use to Reduce Risk of Falls in Selected Inpatient Areas of Nova Scotia Health: Results of a Pilot Project 3. Developing a Non-formulary Drug Usage Report for the Pharmaceuticals and Therapeutics (P&T) Committee 4. Development and Evaluation of an Online Pocket Guide to Quality Improvement 5. Health Care Workers' Perceptions of a Pharmacist-Led Collaborative Practice Agreement for the Prescribing of Nirmatrelvir/Ritonavir to Eligible COVID-19 Patients 6. Implementation of Neonatal and Paediatric Medication Calculators 7. Incorporating the Principles of Equity, Diversity, and Inclusion in Canadian Pharmacy Residency Admissions Using a Holistic Review Framework 8. Listen to Your Clinicians: Collecting User Input after Smart Pump Implementation to Drive Continuous Quality Improvement 9. Pharmacist Led Cardiac Amyloid Clinic 10.Reconciling Wisely: Pharmacist
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.118 | 0.013 |
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".