{"id":"W863601333","doi":"10.1007/s00464-015-4239-1","title":"Intra-operative disruptions, surgeon’s mental workload, and technical performance in a full-scale simulated procedure","year":2015,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Workload; Medicine; Distraction; Perioperative; Physical therapy; Surgery; Psychology; Computer science","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":[0.0003850036,0.0002097103,0.0004210632,0.0001254027,0.00007584162,0.00003280791,0.00005684233,0.0001779098,0.0003316243],"category_scores_gemma":[0.000142779,0.0001625966,0.00006562673,0.0004907983,0.0001739785,0.0001552254,0.00005700099,0.0004404328,0.00005180321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001270659,"about_ca_system_score_gemma":0.0001165734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002089863,"about_ca_topic_score_gemma":0.00004442545,"domain_scores_codex":[0.9984137,0.00008109929,0.0004008377,0.0003771244,0.0003532297,0.000374009],"domain_scores_gemma":[0.9990697,0.0001936314,0.00004821659,0.0001478014,0.00007823321,0.0004624476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01306769,0.001305148,0.9628799,0.0001154505,0.00008268288,0.0007802221,0.002295901,0.001811438,0.0005771682,0.0006073597,0.0002445827,0.01623244],"study_design_scores_gemma":[0.2386111,0.003841039,0.5111704,0.002448484,0.0002047686,0.002916121,0.003406848,0.1137071,0.002222675,0.0003644342,0.1191195,0.001987471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884958,0.000470784,0.000006821435,0.001010128,0.00009102718,0.0004692418,0.000005960071,0.000133492,0.00931677],"genre_scores_gemma":[0.9989643,0.0001648495,0.000259691,0.0001788978,0.00008442711,0.0000281958,0.00005149287,0.00002083753,0.0002473762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4517095,"threshold_uncertainty_score":0.6630495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346375650410014,"score_gpt":0.3220270296941233,"score_spread":0.2985632731900232,"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."}}