{"id":"W2123755317","doi":"10.1503/cmaj.101889","title":"The brave new world of medicine by testimonial","year":2011,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Testimonial; Health care; Medicine; Computer science; Political science; Law; Advertising; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01882119,0.0006863258,0.0009230315,0.001312604,0.01459087,0.01635142,0.002024704,0.01803189,0.02186281],"category_scores_gemma":[0.08794571,0.0005736212,0.0009276541,0.001025656,0.02539636,0.01801354,0.009702963,0.07420236,0.006496202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009965526,"about_ca_system_score_gemma":0.0162121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01966539,"about_ca_topic_score_gemma":0.0403776,"domain_scores_codex":[0.9774522,0.01000438,0.0007674373,0.001577336,0.007727111,0.002471579],"domain_scores_gemma":[0.9406652,0.02862854,0.00208063,0.003288375,0.01137741,0.01395978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001563722,0.00001633253,0.0001109756,0.00007129425,0.00001088581,0.000165021,0.001859626,0.00001955375,0.0000859058,0.04973893,0.9391486,0.008757291],"study_design_scores_gemma":[0.000009106892,0.000008703634,0.000102489,0.0002890277,0.000004180696,0.0001962035,0.00242557,0.00003582081,0.00004567904,0.0126896,0.9841724,0.00002121119],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002439418,0.005616408,0.0003829561,0.9451821,0.03173568,0.000005979872,0.00002752686,0.0000249548,0.01678045],"genre_scores_gemma":[0.01320039,0.003672499,0.0007896233,0.9391764,0.0170525,0.0000257998,0.00002679788,0.0001018605,0.02595405],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02186281,"threshold_uncertainty_score":0.09953719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04598985699273214,"score_gpt":0.3721753327363387,"score_spread":0.3261854757436066,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}