{"id":"W4300470483","doi":"10.17615/4398-b918","title":"Incorporating CanMEDS and subspecialty training into paediatric residency programs: Why are we still deficient?","year":2020,"lang":"en","type":"article","venue":"UNC Libraries","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subspecialty; Residency training; Training (meteorology); Medical education; Medicine; Family medicine; Geography; Continuing education","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004391795,0.0003126451,0.0005331368,0.0001242051,0.001259232,0.0001182821,0.0003030252,0.0003094812,0.0002051456],"category_scores_gemma":[0.0009791526,0.0002803111,0.00005427038,0.001158266,0.0002592965,0.0007540995,0.000420176,0.0008282917,0.00007432597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001121402,"about_ca_system_score_gemma":0.001194002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006720876,"about_ca_topic_score_gemma":0.001935071,"domain_scores_codex":[0.9966674,0.0005295705,0.0008841298,0.0005667648,0.0004556663,0.000896428],"domain_scores_gemma":[0.9976611,0.0006945092,0.0005727285,0.0002773842,0.0001434945,0.0006508323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001738257,0.00003669483,0.5339099,0.001852794,0.00001920111,0.00005636409,0.1506407,0.00001419885,0.000008057339,0.2514894,0.04496488,0.01683399],"study_design_scores_gemma":[0.001919498,0.0007090443,0.01607794,0.002576994,0.00009028972,0.000004895181,0.2879504,0.0006755713,0.00004203649,0.3657812,0.3231655,0.001006685],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7523627,0.03692867,0.0009824416,0.1823091,0.002296959,0.004546202,0.00009290501,0.002295169,0.01818593],"genre_scores_gemma":[0.9499983,0.0002977128,0.03614845,0.01068366,0.002008911,0.0002079007,0.0000841218,0.00009476497,0.0004761988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5178319,"threshold_uncertainty_score":0.9999649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1216849759314319,"score_gpt":0.3598496071548532,"score_spread":0.2381646312234214,"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."}}