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Record W2900294895 · doi:10.25011/cim.v41i2.31443

CSCI and the future of clinical health science research in Canada

2018· article· en· W2900294895 on OpenAlexaffvenueabout
Stuart MacLeod

Bibliographic record

VenueClinical and investigative medicine · 2018
Typearticle
Languageen
FieldMedicine
TopicPharmaceutical studies and practices
Canadian institutionsBC Children's HospitalUniversity of British Columbia
Fundersnot available
KeywordsSick childMedicineHealth scienceFamily medicineClinical pharmacologyColumbia universityMedical educationPediatricsSociologyMedia studiesPharmacology

Abstract

fetched live from OpenAlex

In 2003, Dr. MacLeod became Professor (emeritus since 2014) in the Department of Pediatrics, University of British Columbia and Director of the BC Children's Hospital Research Institute. Previously, he had spent 14 years as a clinical pharmacologist at the University of Toronto and The Hospital for Sick Children and was Dean of the Faculty of Health Sciences, McMaster University 1987-1992. His research interests include pediatric clinical pharmacology, treatments for rare disorders, global health and medical education. From 1984-85, he was President of the Canadian Society for Clinical Investigation.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.017
metaresearch head score (Gemma)0.007
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.355
Threshold uncertainty score0.919

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0170.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.084
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.676
GPT teacher head0.612
Teacher spread0.064 · 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 teacher head, not a consensus.

Study designObservational
Domainnot available
GenreEmpirical

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
Published2018
Admission routes3
Has abstractyes

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