{"id":"W4321503924","doi":"10.46747/cfp.6902146","title":"Collegiality: a fix for our current crisis","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collegiality; Officer; House officer; Public health; Medicine; Alternative medicine; Public relations; Medical education; Family medicine; Political science; Nursing; Law; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01480451,0.001254228,0.001237968,0.001953847,0.03721061,0.01978616,0.004366789,0.02079303,0.09483276],"category_scores_gemma":[0.0413605,0.0006486514,0.001033271,0.001863896,0.01724359,0.02355182,0.01805896,0.04519108,0.02939437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01312745,"about_ca_system_score_gemma":0.06052974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06593301,"about_ca_topic_score_gemma":0.1222861,"domain_scores_codex":[0.9827132,0.005006785,0.0004676183,0.001369361,0.005381404,0.005061493],"domain_scores_gemma":[0.9303443,0.005583186,0.001462048,0.001953235,0.01544326,0.04521389],"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":[0.000008816376,0.00002810169,0.000182239,0.00004998452,0.000005300351,0.00008478791,0.001458311,0.00001227925,0.00003159729,0.01419267,0.9737899,0.01015603],"study_design_scores_gemma":[0.00001900866,0.00002637008,0.0004858707,0.0004250596,0.000004321564,0.0001835647,0.007553966,0.00005021975,0.00002743928,0.01412642,0.9770653,0.00003238241],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000461616,0.002285409,0.0003914702,0.9638142,0.01415005,0.00001662918,0.00004598159,0.0001448005,0.01868991],"genre_scores_gemma":[0.03158251,0.00630851,0.002391265,0.8548832,0.0186762,0.0001822712,0.0002771988,0.0005206928,0.08517821],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09483276,"threshold_uncertainty_score":0.3172472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2116421522686643,"score_gpt":0.4570193810550168,"score_spread":0.2453772287863525,"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."}}