{"id":"W4296876729","doi":"10.1111/medu.14941","title":"Task complexity and cognitive load in simulation‐based education: A randomised trial","year":2022,"lang":"en","type":"article","venue":"Medical Education","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Task (project management); Cognition; Cognitive load; Debriefing; Computer science; Psychology; Elementary cognitive task; Cognitive psychology; Social psychology; Engineering","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":[0.01407517,0.002102095,0.005321702,0.0013556,0.0011449,0.001841635,0.002558846,0.0038653,0.0127151],"category_scores_gemma":[0.02583,0.001686633,0.002441161,0.001064492,0.003587906,0.002342971,0.002073524,0.003720595,0.001500546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001908524,"about_ca_system_score_gemma":0.003231443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001090481,"about_ca_topic_score_gemma":0.0008890683,"domain_scores_codex":[0.9848679,0.0102657,0.001534795,0.001533897,0.001034867,0.0007629467],"domain_scores_gemma":[0.9702047,0.02001589,0.003657087,0.002668351,0.001095573,0.002358411],"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":[0.9660735,0.02195776,0.0007165847,0.0005161152,0.0004093154,0.00002177876,0.0002612784,0.0007205542,0.0006552398,0.0002916029,0.0002412171,0.00813499],"study_design_scores_gemma":[0.8048068,0.1890351,0.001510193,0.0001320407,0.0002790654,0.00001594152,0.00009032631,0.00199694,0.0006019107,0.0007783648,0.0006941957,0.00005907851],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532579,0.001181204,0.00310946,0.0003654175,0.001177667,0.03851635,0.0003316531,0.0001725169,0.001887817],"genre_scores_gemma":[0.8786082,0.0008197079,0.01061527,0.0004388143,0.0005381777,0.1057564,0.0002244818,0.00004624819,0.002952687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01407517,"threshold_uncertainty_score":0.07443756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04610018186321561,"score_gpt":0.4241373889562108,"score_spread":0.3780372070929952,"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."}}