{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005872085,0.0001888442,0.0003716139,0.0002716371,0.001181476,0.00001441645,0.0002188189,0.000221389,0.000002551597],"category_scores_gemma":[0.000040299,0.0001895937,0.0001311955,0.0005418902,0.00001245504,0.0000667815,0.00003142363,0.0004411693,0.00152843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006039578,"about_ca_system_score_gemma":0.002852997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06373967,"about_ca_topic_score_gemma":0.1765967,"domain_scores_codex":[0.997519,0.0002655651,0.0004255994,0.0003736175,0.0001871245,0.00122916],"domain_scores_gemma":[0.9982276,0.0001312203,0.0001165059,0.0004195342,0.0002628655,0.0008422742],"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":[0.000006147485,0.0000094472,0.000139211,0.0005481055,0.00002150274,0.000005846779,0.001582804,0.000001277086,0.00002135433,0.006801071,0.9621634,0.02869978],"study_design_scores_gemma":[0.000387843,0.00003988455,0.005351101,0.0002216083,0.0000111619,3.057417e-8,0.06222537,0.00006569324,0.000001338211,0.001227689,0.9302735,0.0001947419],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.220108,0.008374466,0.0002242097,0.2584625,0.04753674,0.01721312,0.01237176,0.002101931,0.4336073],"genre_scores_gemma":[0.8847159,0.0002476866,0.00003356133,0.1032975,0.0059024,0.001924745,0.0002709904,0.0001183376,0.003488966],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6646079,"threshold_uncertainty_score":0.999249,"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."}}