{"id":"W4307713338","doi":"10.1177/22925503221134816","title":"Dear Program Directors: There Are Numerous Entrustable Professional Activities on a Burns Rotation!","year":2022,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Rotation (mathematics); Psychology; Medicine; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002921327,0.0001714719,0.0003054562,0.0002770421,0.0004346689,0.00002524871,0.00005909594,0.00005658831,0.004231428],"category_scores_gemma":[0.001413292,0.0001598311,0.0001057373,0.0005018614,0.00004899552,0.00007778344,0.00003259214,0.0003823476,0.00005385764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004595419,"about_ca_system_score_gemma":0.001001524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001023558,"about_ca_topic_score_gemma":0.000004204609,"domain_scores_codex":[0.9980624,0.0002357126,0.0003373724,0.0003142116,0.0006932042,0.0003570571],"domain_scores_gemma":[0.9849592,0.01427829,0.0002167078,0.000250114,0.0001236005,0.0001721254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004704084,0.001007688,0.9808585,0.000226999,0.00005543361,0.00004171509,0.00116845,0.002179269,0.00002125628,0.00007310438,0.01055111,0.003346037],"study_design_scores_gemma":[0.0006728788,0.0002986691,0.9647285,0.0005358923,0.00007014573,0.00004804571,0.01449912,0.002844668,0.0002908167,0.00007051309,0.01561509,0.000325649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909384,0.0001901019,0.00001863348,0.001287007,0.006422673,0.0006282526,0.00006993764,0.0002759504,0.0001689927],"genre_scores_gemma":[0.9965115,0.00000481045,0.00009190774,0.0002699789,0.0004716962,0.001503928,0.0002840573,0.00004578553,0.000816384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01613001,"threshold_uncertainty_score":0.9966788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03907120335083113,"score_gpt":0.3300602907870391,"score_spread":0.290989087436208,"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."}}