{"id":"W4364353364","doi":"10.1001/jamanetworkopen.2023.7588","title":"Trainee Physician Milestone Ratings and Patient Complaints in Early Posttraining Practice","year":2023,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Innovations in Medical Education","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Milestone; Psychology; Family medicine; Medicine; Medical education; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00144737,0.0001481629,0.0001467304,0.0007844128,0.0003314985,0.000446469,0.0003189493,0.0003690048,0.002847727],"category_scores_gemma":[0.008234711,0.0001702603,0.0002188881,0.0005412824,0.0002436904,0.0004407201,0.0005853449,0.0004818816,0.0003346756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004152736,"about_ca_system_score_gemma":0.000491626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004113985,"about_ca_topic_score_gemma":0.006579619,"domain_scores_codex":[0.9989938,0.0002515166,0.000113923,0.0001298487,0.0003216249,0.0001892236],"domain_scores_gemma":[0.992447,0.0009582386,0.004809863,0.0001547882,0.0006778722,0.0009521241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002986741,0.00002559568,0.9985751,0.000005960025,0.000006726167,0.00001452607,0.00008866563,0.00001832052,0.0000407464,0.00000295908,0.000110923,0.001080583],"study_design_scores_gemma":[0.000001224592,0.00005819145,0.9996367,0.000004934485,0.00000162317,0.00005162345,0.00009420666,0.00004030139,0.00002445613,0.000001887792,0.0000838974,9.960023e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990995,0.0001034741,0.00006180966,0.00006114505,0.000004781492,0.00001134827,0.0002091995,0.00000358528,0.0004452597],"genre_scores_gemma":[0.999436,0.00004591723,0.00007907009,0.00001599253,0.000008340948,0.00001321528,0.0002191822,0.000001095134,0.0001812057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004113985,"threshold_uncertainty_score":0.00952661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03074192014799069,"score_gpt":0.35225869047048,"score_spread":0.3215167703224893,"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."}}