{"id":"W1732322472","doi":"10.26443/mjm.v9i1.497","title":"Leadership in medicine","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Medical Association","funders":"","keywords":"Medicine; Family medicine; Traditional medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003634921,0.0001659481,0.0009750251,0.0004155903,0.00003986637,0.000001496031,0.0001987418,0.0001207378,0.001537539],"category_scores_gemma":[0.08681169,0.00009654471,0.00007187225,0.000766009,0.0003744445,0.0000986264,0.00002435372,0.00125949,0.00003710647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001854196,"about_ca_system_score_gemma":0.0008698633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006143381,"about_ca_topic_score_gemma":0.000004522217,"domain_scores_codex":[0.9961479,0.0001578906,0.001077342,0.0001655522,0.001637244,0.0008141196],"domain_scores_gemma":[0.9912466,0.000467003,0.0002598509,0.0001490579,0.0003431059,0.007534425],"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":[0.00358457,0.0002078486,0.005600106,0.001621025,0.00009690352,0.007826609,0.001929011,0.000004258308,0.02247192,0.0004183615,0.814124,0.1421153],"study_design_scores_gemma":[0.02772835,0.01682769,0.01041565,0.006075104,0.0001417025,0.001819222,0.004550064,0.0001737865,0.0007615552,0.0002395604,0.9311163,0.0001510375],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01308129,0.003311835,0.0001772487,0.972291,0.000300197,0.0002431024,0.000001671989,0.00001640495,0.01057725],"genre_scores_gemma":[0.6749218,0.001440517,0.0002289755,0.3209618,0.002212422,0.000001342234,0.000002778299,0.00002061905,0.0002097413],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6618406,"threshold_uncertainty_score":0.9993752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7084394651367356,"score_gpt":0.4871899359735165,"score_spread":0.2212495291632191,"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."}}