{"id":"W2086421989","doi":"10.1007/s10459-015-9599-8","title":"Measuring cognitive load during simulation-based psychomotor skills training: sensitivity of secondary-task performance and subjective ratings","year":2015,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; The Wilson Centre; University of British Columbia; Hospital for Sick Children; University of Toronto; SickKids Foundation; Centre for Advancing Health Outcomes; Western University","funders":"","keywords":"Cognitive load; Psychomotor learning; Task (project management); Cognition; Elementary cognitive task; Psychology; Audiology; Medicine; Simulation; Physical therapy; Physical medicine and rehabilitation; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001773106,0.0006402532,0.0004182684,0.0005081301,0.0001677789,0.0005812609,0.0003325126,0.0005539142,0.001313705],"category_scores_gemma":[0.01624382,0.0002747906,0.0003502349,0.0002408084,0.0003821753,0.0003666602,0.0007079294,0.0005982775,0.0002901299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001507412,"about_ca_system_score_gemma":0.0001706704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008171974,"about_ca_topic_score_gemma":0.0007505442,"domain_scores_codex":[0.9982696,0.000438573,0.0001431063,0.0002715504,0.0007658097,0.0001113148],"domain_scores_gemma":[0.9892501,0.007218592,0.001377378,0.000724908,0.0008721866,0.0005568074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01987186,0.003783925,0.4759418,0.0006615754,0.001263236,0.0003073639,0.004542406,0.005518392,0.4023865,0.0002081905,0.0005500359,0.08496459],"study_design_scores_gemma":[0.00008483156,0.004724524,0.9699368,0.00002090348,0.0001070461,0.0002951265,0.0003765798,0.003096393,0.02087446,0.0001084153,0.0003345077,0.00004041601],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956931,0.0001072591,0.002849049,0.0000145217,0.00002526072,0.0000687307,0.00007543992,0.00002688623,0.001139656],"genre_scores_gemma":[0.9983858,0.00006368848,0.000967269,0.00003112923,0.00002215758,0.00005496268,0.0001019742,0.00001392512,0.0003591447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001773106,"threshold_uncertainty_score":0.009377182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04891847422749186,"score_gpt":0.3784377463846429,"score_spread":0.3295192721571511,"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."}}