{"id":"W2402116593","doi":"10.1097/acm.0000000000000798","title":"The Expert–Generalist","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subspecialty; Specialty; Generalist and specialist species; Workforce; Primary care; Quality (philosophy); Medical education; Curriculum; Medicine; Business; Nursing; Family medicine; Psychology; Political science; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.005850768,0.0004094059,0.0003225958,0.001158226,0.006513294,0.006064577,0.002491162,0.009140516,0.05340299],"category_scores_gemma":[0.01266002,0.0005257449,0.0007192296,0.0006802346,0.005939445,0.005749552,0.007449973,0.007148686,0.01186478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004496996,"about_ca_system_score_gemma":0.01601836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01205289,"about_ca_topic_score_gemma":0.0360866,"domain_scores_codex":[0.9897044,0.001872157,0.0003604394,0.002192181,0.003191383,0.002679446],"domain_scores_gemma":[0.9818019,0.001633536,0.0007426831,0.001004545,0.002612413,0.01220476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007357048,0.0002954241,0.007623508,0.0001200085,0.00001109469,0.001032083,0.001888242,0.0001245877,0.0005366563,0.1873172,0.7051777,0.09579997],"study_design_scores_gemma":[0.00003819642,0.000112381,0.003413259,0.0001220568,0.000008352358,0.001417351,0.002152698,0.0002001727,0.0001387825,0.01170043,0.9806703,0.000025999],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009570571,0.002079634,0.01141659,0.5484963,0.02134268,0.0002309875,0.000107253,0.0004296562,0.4063264],"genre_scores_gemma":[0.1366885,0.001345702,0.009346061,0.476798,0.004712817,0.0002326656,0.00009514453,0.0001504335,0.3706306],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05340299,"threshold_uncertainty_score":0.1786508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2552644306255735,"score_gpt":0.5363165506945033,"score_spread":0.2810521200689299,"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."}}