{"id":"W4200144079","doi":"10.46747/cfp.6712883","title":"Focusing on breadth of competence","year":2021,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Competence (human resources); Medical education; Global Positioning System; Family medicine; Medicine; Data science; Computer science; Psychology; Social psychology; Telecommunications","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":[0.01596503,0.0005705112,0.0009325725,0.002211156,0.01115533,0.009937291,0.002711025,0.0145917,0.01501801],"category_scores_gemma":[0.07124916,0.0004740841,0.0004943695,0.001397557,0.03006071,0.01518208,0.0134986,0.03500072,0.003171776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02471847,"about_ca_system_score_gemma":0.03022789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1023549,"about_ca_topic_score_gemma":0.1698436,"domain_scores_codex":[0.9794073,0.005809587,0.000852438,0.002165344,0.007806981,0.003958359],"domain_scores_gemma":[0.9363549,0.02642813,0.003127611,0.001749981,0.01399387,0.01834543],"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":[0.00002966861,0.00003514855,0.00356298,0.0001721154,0.00001482183,0.0006186655,0.004605951,0.00005626887,0.0002405353,0.08535951,0.8641008,0.04120355],"study_design_scores_gemma":[0.00004129803,0.00007079291,0.005773794,0.00295739,0.00002395265,0.002109501,0.01685276,0.0002014995,0.0002248516,0.1240834,0.8475633,0.00009748045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00100354,0.0043362,0.0004712848,0.9595136,0.004437092,0.000007785148,0.00002535757,0.00001386165,0.03019125],"genre_scores_gemma":[0.07276504,0.00622661,0.0006767867,0.8943859,0.01460057,0.00004353932,0.00004227769,0.0000850666,0.01117422],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1023549,"threshold_uncertainty_score":0.2035182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07379075465644752,"score_gpt":0.3539559905611738,"score_spread":0.2801652359047263,"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."}}