MétaCan
Menu
← Back to cohort
Record W4229598748 · doi:10.4212/cjhp.v65i6.1202

“The Times They Are a-Changin’”!

2012· article· en· W4229598748 on OpenAlexvenueaboutno aff
Janice Munroe

Bibliographic record

VenueThe Canadian Journal of Hospital Pharmacy · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

of hospital pharmacy practice.Mits Miyata has been selected as the inaugural CSHP Executive mentee, and he actively participated in the Executive and Council meetings that took place during the 2012 SES.Finances: Another new task force has been struck to evaluate the potential impact of the "changing landscape" of Canadian health care on the success of the SES, a key member benefit and source of revenue for the Society.The ongoing success and growth of this event are pivotal to the future strength of CSHP.In formulating its recommendations, this task force will be considering a variety of factors, such as mergers in the pharmaceutical industry, industry models of financial support, alternative modes of delivering education, hospital funding for staff attendance at educational events, and the needs of the membership.I feel confident in asserting that CSHP is a strong organization, and I hope you will agree with this assessment.Maintaining and increasing the strength of the Society in these times of change is a key area of focus for me, in the Internal Liaison portfolio.I look forward to the outcomes and recommendations of the task forces in the upcoming months.CSHP is as strong as it has been in the past, and we can expect it to continue with strength into the future . . .even as "the times they are a-changin'"!Janice Munroe, BScPharm, is Past President and Internal Liaison for the Canadian Society of Hospital 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 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)0.005
metaresearch head score (Gemma)0.021
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: Commentary · Consensus signal: Commentary
Teacher disagreement score0.988
Threshold uncertainty score0.354

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0100.007
Scholarly communication0.0070.006
Open science0.0010.005
Research integrity0.0060.011
Insufficient payload (model declined to judge)0.0370.006

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 head0.024
GPT teacher head0.303
Teacher spread0.279 · 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
GenreCommentary

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

Explore more

Same venueThe Canadian Journal of Hospital Pharmacy→Same topicCanadian Policy and Governance→French-language works237,207→