{"id":"W2600999278","doi":"10.1016/j.jsurg.2017.01.008","title":"Developing Cognitive Task Analysis–based Educational Videos for Basic Surgical Skills in Plastic Surgery","year":2017,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Task (project management); Cognition; Medicine; Plastic surgery; Surgery; Psychology; 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":[0.001223477,0.0001717938,0.0007097261,0.0008302195,0.0002048848,0.0001011664,0.0001208925,0.000136586,0.0005094347],"category_scores_gemma":[0.004493752,0.0001417205,0.0005531217,0.0004634009,0.0001081904,0.0002916059,0.00001533772,0.0002932891,0.00001096399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002375163,"about_ca_system_score_gemma":0.002734376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001674601,"about_ca_topic_score_gemma":0.00001083601,"domain_scores_codex":[0.9979619,0.0001049912,0.0009548891,0.0002382354,0.0004707257,0.0002692137],"domain_scores_gemma":[0.9890025,0.008821875,0.0008374545,0.0001692089,0.0008697151,0.0002992293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002496334,0.002337861,0.934813,0.0001356333,0.0005968868,0.0001738195,0.0002124021,0.0005880806,0.000009633462,0.002139014,0.0003207233,0.05617665],"study_design_scores_gemma":[0.006241222,0.00009825028,0.9695625,0.0008225356,0.0006084699,0.0001562366,0.0001960708,0.001692521,0.00007722971,0.0005487428,0.0197808,0.0002153938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894356,0.0001951552,0.00137474,0.006370642,0.001171324,0.0002449124,0.000008472284,0.000008276254,0.00119087],"genre_scores_gemma":[0.9976642,0.00005194332,0.0007439689,0.000217845,0.0009804626,0.00002757883,0.0001116111,0.00001624981,0.0001861049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05596125,"threshold_uncertainty_score":0.5779193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0482376681205257,"score_gpt":0.3846986932760005,"score_spread":0.3364610251554748,"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."}}