{"id":"W2939481359","doi":"10.36834/cmej.43415","title":"PedLER: Pediatric Longitudinal Experience with Residents","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Mentorship; Longitudinal study; Medical education; Pediatric research; Medicine; Family medicine; Pediatrics; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001286736,0.0002744829,0.0001474111,0.0002215663,0.002735201,0.0007685199,0.0008223319,0.0004001853,0.01999051],"category_scores_gemma":[0.002077213,0.0002998795,0.0002085593,0.0003889244,0.0006507052,0.0007834525,0.003436498,0.001679662,0.002778249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002064577,"about_ca_system_score_gemma":0.01117947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02232897,"about_ca_topic_score_gemma":0.1102022,"domain_scores_codex":[0.9993938,0.0001466325,0.00001976631,0.00004929442,0.0001374369,0.0002529338],"domain_scores_gemma":[0.9947903,0.0001238618,0.0001892985,0.0000889012,0.0003026476,0.004504976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00078984,0.001426324,0.1036377,0.0004610168,0.00004688914,0.01430672,0.03809907,0.0006502765,0.006774108,0.002737337,0.5360193,0.2950516],"study_design_scores_gemma":[0.0001363534,0.002438761,0.1502196,0.000334152,0.0000324868,0.02180739,0.02508686,0.0003665817,0.003200151,0.00044776,0.7958415,0.000088418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8244848,0.004828742,0.005903978,0.02391873,0.002426154,0.000592606,0.005070549,0.001890459,0.1308839],"genre_scores_gemma":[0.8635765,0.005298879,0.01536279,0.006261397,0.0009812426,0.0005491527,0.00239771,0.0004893828,0.105083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02232897,"threshold_uncertainty_score":0.06687492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01474876226407472,"score_gpt":0.3023543586987871,"score_spread":0.2876055964347124,"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."}}