{"id":"W4318320790","doi":"10.1002/aet2.10845","title":"Optimizing simulator‐based training for emergency transesophageal echocardiography: A randomized controlled trial","year":2023,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Ultrasound in Clinical Applications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Randomized controlled trial; Medicine; Test (biology); Ultrasound; Physical therapy; Clinical endpoint; Surgery; Radiology","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":[0.002035319,0.0002142908,0.00126935,0.0003375848,0.0002632422,0.00003691472,0.00007745657,0.0001377922,0.0001323284],"category_scores_gemma":[0.001986159,0.0001817816,0.0008971269,0.0005863319,0.0001231703,0.00007661831,0.000005368336,0.0001948173,0.000008720339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001900828,"about_ca_system_score_gemma":0.0005437296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005932332,"about_ca_topic_score_gemma":0.000001164219,"domain_scores_codex":[0.9979559,0.0001386053,0.0009293068,0.0004140799,0.0002259206,0.0003362329],"domain_scores_gemma":[0.9952634,0.003879658,0.0002126012,0.0002349426,0.0001645535,0.0002448212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9034222,0.0007991038,0.000335682,0.0001788425,0.001292578,0.000002353398,0.01729872,0.0008166954,0.0004720128,0.006038157,0.0008179737,0.06852573],"study_design_scores_gemma":[0.9676536,0.0002794153,0.0008310653,0.00007041449,0.0009927066,0.000005065251,0.002961573,0.02210958,0.00001750423,0.003441859,0.001422842,0.0002143231],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423641,0.0006605514,0.03379625,0.00459597,0.001968425,0.01202048,0.00002717093,0.0005694493,0.003997596],"genre_scores_gemma":[0.9797153,0.0001379621,0.01316153,0.0006228572,0.0007338595,0.004936364,0.0002105562,0.00004436468,0.0004372323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06831141,"threshold_uncertainty_score":0.741284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08431219757725435,"score_gpt":0.3992775203787404,"score_spread":0.314965322801486,"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."}}