Professionals You Can Trust: Pharmacists Top the List Again in Ipsos Reid Survey
Bibliographic record
Abstract
Professionals you can trust: Pharmacists top the list again in Ipsos Reid surveyF or the second consecutive year, Canadians have told the pollsters at Ipsos Reid that the professionals they most trust are pharmacists.Ipsos Reid reported the results of its latest "most-trusted professionals" survey on January 8, 2012.The poll, done on behalf of Postmedia News and Global Television, found that pharmacists top the list, as they did in 2011.Close to 8 in 10 respondents (78%) gave pharmacists a high trust rating, virtually the same as last year's result (79%).In fact, the top 5 professionals on the trust scale remained the same year over year.Pharmacists were followed by physicians (75%), Canadian soldiers (74%), airline pilots (73%) and teachers (65%).n
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.020 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".