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Record W4253380634 · doi:10.4212/cjhp.v65i1.1107

CSHP Professional Practice Conference 2012: Poster Abstracts / Conférence sur la pratique professionnelle 2012 de la SCPH : Résumés des affiches

2012· article· fr· W4253380634 on OpenAlexvenueaboutno aff
Canadian Society of Hospital Pharmacists

Bibliographic record

VenueThe Canadian Journal of Hospital Pharmacy · 2012
Typearticle
Languagefr
FieldHealth Professions
TopicHealth, Medicine and Society
Canadian institutionsnot available
Fundersnot available
KeywordsLibrary scienceHumanitiesSociologyPhilosophyComputer science

Abstract

fetched live from OpenAlex

Facilitated Poster Session: Discussion of original research, award-winning projects, and pharmacy practice projects Séance animée de presentations par affiches : Discussions sur des projets de recherché originale, des projets primes et des projets dans le domaine de la pratique pharmaceutique Antimicrobial and Pediatrics1.An Outpatient Parenteral Antimicrobial Therapy Program Experience at the University Health Network 2. Evaluation of a Prospective Audit and Feedback Program in Critical Care: A Controlled Interrupted Time Series Analysis (award-see page 76) 3. Antimicrobial Prescribing Practices for Catheter Urine Cultures 4. Oseltamivir Pharmacokinetics in Morbid Obesity (OPTIMO Trial) (award-see page 77) 5. Description of Propofol Use in a Pediatric Intensive Care Unit 6. Development and Implementation of a Pediatric Emergency Department (ED) Asthma Action Plan and Prescription (AAPP) (award-see page 75) Clinical

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)0.008
metaresearch head score (Gemma)0.018
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: none
Teacher disagreement score0.119
Threshold uncertainty score0.398

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.018
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.003
Science and technology studies0.0050.002
Scholarly communication0.0050.004
Open science0.0010.005
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.1190.025

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 head0.062
GPT teacher head0.419
Teacher spread0.357 · 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
Published2012
Admission routes2
Has abstractyes

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