{"id":"W4376276893","doi":"10.46747/cfp.6905311","title":"The consultation","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Computer science; Medical education; Medicine; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003496171,0.0003996904,0.0005543501,0.0009536916,0.01015578,0.003424847,0.001645307,0.01111668,0.3023251],"category_scores_gemma":[0.03441898,0.0002845624,0.0006316162,0.001098403,0.0023452,0.002286863,0.003470133,0.01060167,0.06991503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01622565,"about_ca_system_score_gemma":0.03255172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2734981,"about_ca_topic_score_gemma":0.5002673,"domain_scores_codex":[0.9951602,0.001370967,0.0002261914,0.000414552,0.001533895,0.001294191],"domain_scores_gemma":[0.9792618,0.004388085,0.0004378913,0.0005104725,0.01004075,0.005360944],"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":[0.000003016613,0.000001870942,0.00004251213,0.00001278541,3.750716e-7,0.00005139,0.00006591769,0.000001704988,0.000009641881,0.0006322977,0.9971805,0.001997873],"study_design_scores_gemma":[0.000007856554,0.000003307555,0.0003680213,0.0001151695,0.000001145236,0.000103125,0.0004230947,0.00000910887,0.0000145604,0.000553122,0.9983938,0.000007682012],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005123528,0.001767385,0.0002124363,0.7914439,0.01247486,0.0001169812,0.001372357,0.000142475,0.1919571],"genre_scores_gemma":[0.01467603,0.001815337,0.0003261854,0.7140125,0.004562614,0.0001605477,0.0006516159,0.0001856587,0.2636095],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3023251,"threshold_uncertainty_score":0.9951486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0610945779891254,"score_gpt":0.3825338961265626,"score_spread":0.3214393181374372,"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."}}