{"id":"W1882882426","doi":"10.1007/s40037-015-0221-9","title":"Practising what we preach: using cognitive load theory for workshop design and evaluation","year":2015,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University Health Network; University of Toronto; Centennial College; The Wilson Centre; Toronto Western Hospital","funders":"","keywords":"Cognitive load; Computer science; Context (archaeology); Narrative; Cognition; Instructional design; Cognitive psychology; Mathematics education; Applied psychology; Psychology; Multimedia","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":[0.1252613,0.001890047,0.001305463,0.006718024,0.001916545,0.006097449,0.003317631,0.001781257,0.00300466],"category_scores_gemma":[0.2469258,0.00101097,0.001804944,0.0024555,0.003250417,0.003971196,0.003582363,0.001710778,0.0008785663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006410548,"about_ca_system_score_gemma":0.005518946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001237841,"about_ca_topic_score_gemma":0.001962031,"domain_scores_codex":[0.8739554,0.1002082,0.008021574,0.003737289,0.01242269,0.001654796],"domain_scores_gemma":[0.7230644,0.204714,0.01184172,0.01756968,0.03907495,0.003735286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.003273514,0.005827066,0.02443479,0.004923311,0.0005207926,0.0003423574,0.04564359,0.01839481,0.01526851,0.01611784,0.004926542,0.8603268],"study_design_scores_gemma":[0.01221749,0.05302992,0.1094835,0.008369336,0.002086075,0.001172037,0.1039356,0.3159681,0.1342159,0.1484651,0.1091334,0.001923397],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3458728,0.0005964867,0.5800294,0.00117768,0.000441884,0.05475776,0.0004544157,0.001323051,0.01534653],"genre_scores_gemma":[0.3326758,0.0002063481,0.622838,0.0003019011,0.00004945979,0.04253799,0.0002778197,0.0001837211,0.000928855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1252613,"threshold_uncertainty_score":0.6624528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1926630730696803,"score_gpt":0.5033110603567796,"score_spread":0.3106479872870993,"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."}}