{"id":"W3047160656","doi":"10.1016/j.acra.2020.06.040","title":"Impact of Simulation Training on Radiology Resident Performance in Neonatal Head Ultrasound","year":2020,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Toronto; SickKids Foundation; Montreal Neurological Institute and Hospital; Hospital for Sick Children; McGill University Health Centre","funders":"","keywords":"Imaging phantom; Ultrasound; Medicine; Radiology; Head (geology); Medical physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000390455,0.0001678624,0.0006184632,0.0002364609,0.00003202486,0.000001442407,0.0002013003,0.0006632878,0.0001707519],"category_scores_gemma":[0.002582803,0.0001416891,0.00013422,0.0005966498,0.0002825614,0.0000680001,0.00002107608,0.001537277,0.00005658183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001271272,"about_ca_system_score_gemma":0.0001536117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003474082,"about_ca_topic_score_gemma":0.000002836526,"domain_scores_codex":[0.9982041,0.0001380228,0.0007825067,0.0004025139,0.0001315879,0.0003413133],"domain_scores_gemma":[0.9960452,0.003285751,0.0002125255,0.000238793,0.00004082248,0.0001768513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001556644,0.00004148545,0.8762538,0.00003954365,0.0001070111,0.000008656108,0.004638466,0.07519436,0.03657971,0.000885467,0.0008078588,0.003886999],"study_design_scores_gemma":[0.001857364,0.002045448,0.9851678,0.00004963825,0.0000332464,0.0002736201,0.0001240719,0.007108464,0.0003316957,0.0003429982,0.002531004,0.0001346267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951245,0.0002837099,0.0004944933,0.002995004,0.00006262305,0.0003978783,0.00001726659,0.00004588991,0.0005786862],"genre_scores_gemma":[0.996579,0.0009860847,0.0004071092,0.00148999,0.0003808765,0.00002774871,0.00008178937,0.00002064944,0.00002674145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.108914,"threshold_uncertainty_score":0.6678789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1032370902052167,"score_gpt":0.4126425829575719,"score_spread":0.3094054927523552,"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."}}