{"id":"W2754079080","doi":"10.1503/cmaj.1095479","title":"How physicians can “flex their advocacy muscles”","year":2017,"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":"","funders":"","keywords":"Session (web analytics); Happening; FLEX; Position (finance); Medicine; Position paper; Health care; Political science; World Wide Web; Computer science; Business; Law; Telecommunications; History; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04292624,0.0009848352,0.0007521592,0.002183917,0.02812857,0.02313089,0.002685958,0.02355126,0.03573313],"category_scores_gemma":[0.135574,0.001202392,0.00136063,0.001427651,0.03607075,0.02327507,0.01718632,0.03436511,0.01505089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01391523,"about_ca_system_score_gemma":0.04374089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0685396,"about_ca_topic_score_gemma":0.1382513,"domain_scores_codex":[0.9595327,0.02104698,0.0008866725,0.001752071,0.009603382,0.007178196],"domain_scores_gemma":[0.9035375,0.03829688,0.003350113,0.004139507,0.01819614,0.03247992],"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":[0.00003990534,0.0001008425,0.0013609,0.0001608759,0.00004665838,0.0002378657,0.01628141,0.00007860859,0.0001567406,0.05650049,0.8867668,0.03826891],"study_design_scores_gemma":[0.00009116122,0.00003206206,0.0008845588,0.0005505083,0.00002451583,0.0001714157,0.01862163,0.0001027657,0.0001238194,0.05402507,0.9253096,0.00006291902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009114217,0.00209244,0.001151429,0.96644,0.005156605,0.00001928896,0.00001445185,0.00008554445,0.02412873],"genre_scores_gemma":[0.06728383,0.005588727,0.005489537,0.8782309,0.005621374,0.0001784487,0.0000589862,0.0002237093,0.03732447],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0685396,"threshold_uncertainty_score":0.2270184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03365564870137133,"score_gpt":0.3650215646756031,"score_spread":0.3313659159742318,"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."}}