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Record W2008300975 · doi:10.3821/1913-701x-145.1.10

Health Canada Taking too Long to Review on Safety Concerns about Drugs on the Market: Auditor General

2012· article· en· W2008300975 on OpenAlexvenueaboutno aff
Kathie Lynas

Bibliographic record

VenueCanadian Pharmacists Journal / Revue des Pharmaciens du Canada · 2012
Typearticle
Languageen
FieldPharmacology, Toxicology and Pharmaceutics
TopicPharmaceutical industry and healthcare
Canadian institutionsnot available
Fundersnot available
KeywordsInterimAuditTransparency (behavior)MedicineBusinessInterim analysisClinical trialFamily medicineAccountingPolitical scienceLaw

Abstract

fetched live from OpenAlex

Health Canada takes too long to assess and publicly communicate on potential safety issues with pharmaceuticals once they are on the market, according to the annual fall report from the Auditor General of Canada. In the report tabled in the House of Commons November 22, 2011, Interim Auditor General John Wiersema said the Federal Health Department frequently takes up to 2 years to complete postmarket reviews of possible safety concerns and to provide updated safety information to Canadians. “It needs to get safety information out to Canadians more quickly,” he said in a news release. The audit also pointed to Health Canada's lack of transparency in decision-making — for example, not disclosing information on drug submissions that it has rejected or information on the status of the drugs it has approved with conditions. In addition, said the report, the department has failed to act on a long-standing commitment to release more information about clinical trials it has authorized, stating, “This increases the risk that Canadians may be unaware of new treatment options or may unknowingly participate in an unauthorized trial.” The audit flagged the case of parents who had enrolled their child in a trial advertised as being authorized by Health Canada; they later complained to Health Canada about their concerns about the trial and learned it had not been authorized by the regulator. The Auditor General made 10 recommendations targeted at improving Health Canada's timeliness and transparency and the department has agreed to implement all of them. The report's audit of Health Canada's regulation of pharmaceutical drugs is available at www.oag-bvg.gc.ca/internet/English/parl_oag_201111_04_e_35936.html#hd3a.

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)0.062
metaresearch head score (Gemma)0.194
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: Evaluation · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.938
Threshold uncertainty score0.453

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0620.194
Meta-epidemiology (narrow)0.0010.002
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0050.007
Science and technology studies0.0120.006
Scholarly communication0.0130.005
Open science0.0050.004
Research integrity0.0160.020
Insufficient payload (model declined to judge)0.0120.005

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 head0.311
GPT teacher head0.485
Teacher spread0.174 · 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.

Study designNot applicable
DomainEvaluation
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

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