{"id":"W4394811731","doi":"10.4300/jgme-d-23-00685.1","title":"Guidance for a Career in an Academic Medical Center","year":2024,"lang":"en","type":"article","venue":"Journal of Graduate Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduate medical education; Subspecialty; Medical education; Health care; Curriculum; Accreditation; Medicine; Psychology; Family medicine; 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":[0.007612487,0.001467426,0.001214278,0.001871677,0.009411825,0.01007856,0.003222023,0.01184018,0.1594833],"category_scores_gemma":[0.04519197,0.001111814,0.001502893,0.000883452,0.003746901,0.008184038,0.009895723,0.01668979,0.1226539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005172059,"about_ca_system_score_gemma":0.02715666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005223266,"about_ca_topic_score_gemma":0.02572938,"domain_scores_codex":[0.9896674,0.003276165,0.0004963609,0.0008056998,0.003911745,0.001842576],"domain_scores_gemma":[0.9280364,0.004665198,0.001963885,0.001327864,0.01261938,0.05138719],"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":[0.000009224887,0.00006409451,0.0001865279,0.00004491165,0.000001970899,0.000166449,0.0002988372,0.0000250762,0.00006783565,0.0007728357,0.9832724,0.01508988],"study_design_scores_gemma":[0.00004684926,0.0001214371,0.0009793298,0.0006894449,0.000004567285,0.001138588,0.002606199,0.00008998117,0.00006417614,0.005068943,0.9891467,0.00004391827],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002438864,0.008054735,0.004661999,0.8521302,0.03018323,0.0009114768,0.00077792,0.001734706,0.09910683],"genre_scores_gemma":[0.02251706,0.01668436,0.04220513,0.6462713,0.01646611,0.002672533,0.001416724,0.001113994,0.2506527],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1594833,"threshold_uncertainty_score":0.5335247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06906657436873069,"score_gpt":0.4447165864245063,"score_spread":0.3756500120557756,"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."}}