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Record W4243984958 · doi:10.4212/cjhp.v63i4.942

CSHP Summer Educational Sessions (SES) 2010: Poster Abstracts / Séances éducatives d’été (SÉÉ) 2010 de la SCPH : Résumés des affiches

2010· article· fr· W4243984958 on OpenAlexvenueno aff
Canadian Society of Hospital Pharmacists

Bibliographic record

VenueThe Canadian Journal of Hospital Pharmacy · 2010
Typearticle
Languagefr
FieldSocial Sciences
TopicEducation, sociology, and vocational training
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologyLibrary scienceComputer science

Abstract

fetched live from OpenAlex

1. Medication Safety on the Savannah: Application of Patient Safety Principles to a Mobile Medical Clinic in Northern Ghana 2. Descriptive Analysis of Heart Failure Medication Usage in a Specialized Cardiac Function Clinic 3. Attitudes and Behaviors of Hospital Pharmacy Staff towards Near Misses 4. Development of a "Do Not Crush or Chew These Oral Dosage Forms" Chart 5. Perceived Somatic Symptoms and Aspects of Asthma Management by Analyzing Coloured Drawings Made by Chronic Asthmatic Children 6. Development of Culture-Specific Pictograms for the Labeling of Medication 7. Development of Culture-Specific Pictograms for Type-II Diabetes Patient Counseling 8. Validation of a Set of Asthma Illustrations in Children with Chronic Asthma in the Emergency Department 9. Interaction between Warfarin and Mirtazapine Resulting in Increased INR: A Case Report 10.Implementation of Medication Order Writing Standards 11.Fentanyl Patches: Analysis of International Medication Incidents 12. Analysis of Medication Incidents in Ontario 13.Medication Incidents Involving Cancer Chemotherapy Agents 14. Identification of Medication Safety Indicators in Acute Care Settings for Public Reporting in Ontario

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 imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.252
Threshold uncertainty score0.842

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0040.001
Scholarly communication0.0020.001
Open science0.0010.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.2520.047

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.

Opus teacher head0.161
GPT teacher head0.464
Teacher spread0.303 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2010
Admission routes1
Has abstractno

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