{"id":"W2130478162","doi":"10.1016/j.amjsurg.2011.11.002","title":"Utilization of a cognitive task analysis for laparoscopic appendectomy to identify differentiated intraoperative teaching objectives","year":2012,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Cognition; Task (project management); Medicine; Psychology; Medical education; Engineering; Psychiatry","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":[0.001110985,0.00009888186,0.0006983543,0.0004242625,0.00007947813,0.00001402909,0.00004963626,0.0000167247,0.00006523055],"category_scores_gemma":[0.001306893,0.0000611161,0.0003255254,0.0007938145,0.0001152579,0.0001248442,0.0000147042,0.0001588195,0.000001649983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003054777,"about_ca_system_score_gemma":0.00005387902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001905774,"about_ca_topic_score_gemma":0.000001066701,"domain_scores_codex":[0.9987431,0.0002817861,0.0004661723,0.00008122015,0.0002440414,0.0001837508],"domain_scores_gemma":[0.9963073,0.002560816,0.0005893842,0.00007881725,0.0003157323,0.000147999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002195785,0.000339858,0.9251677,0.00001744312,0.002981336,0.000003337867,0.008571342,0.0001744745,0.002530605,0.00005928205,0.00002279252,0.05793598],"study_design_scores_gemma":[0.0008869876,0.0001817191,0.9863451,0.0001917993,0.001236556,0.0000126494,0.00750513,0.0002994032,0.003193782,0.00002266902,0.00004912848,0.00007514258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975976,0.0001082979,0.02336367,0.0001530149,0.0001045819,0.0001524293,0.000009006973,0.000007814017,0.0001251705],"genre_scores_gemma":[0.9993873,0.0000157421,0.0001499617,0.0002697039,0.0001311762,0.000005132466,0.00001424299,0.00001092026,0.00001579287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06117727,"threshold_uncertainty_score":0.2492242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08087380887191434,"score_gpt":0.3923619890425018,"score_spread":0.3114881801705874,"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."}}