{"id":"W4288066151","doi":"10.1097/sih.0000000000000543","title":"Making Concepts Material","year":2021,"lang":"en","type":"article","venue":"Simulation in Healthcare The Journal of the Society for Simulation in Healthcare","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; Toronto Public Health","funders":"","keywords":"Cognition; Knowledge retention; Computer science; Cognitive load; Knowledge transfer; Conceptual model; Conceptual framework; Procedural knowledge; Knowledge integration; Mediation; Psychology; Knowledge management; Domain knowledge; Medical education; Medicine","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":[0.001171248,0.00145512,0.0004382996,0.00125624,0.001207446,0.003945307,0.002012723,0.001845586,0.191433],"category_scores_gemma":[0.008191256,0.0003833152,0.000912306,0.001005279,0.002008662,0.006123126,0.004118788,0.002086382,0.0461825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001267417,"about_ca_system_score_gemma":0.001851382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007175923,"about_ca_topic_score_gemma":0.0009306978,"domain_scores_codex":[0.998447,0.0003839854,0.0001147113,0.0003453506,0.000550612,0.0001583012],"domain_scores_gemma":[0.9974486,0.001240626,0.000180035,0.0004572969,0.0003732872,0.0003001507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002689236,0.0003341123,0.001257945,0.001596631,0.00003350112,0.0008323826,0.004160821,0.001944661,0.006322841,0.2517949,0.1312414,0.6002119],"study_design_scores_gemma":[0.00004213463,0.0001566098,0.0006643381,0.0004955039,0.00001951118,0.0005052003,0.0007840165,0.0009901049,0.002674127,0.08412519,0.9095051,0.00003809081],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02682729,0.00276951,0.1704034,0.007959399,0.003931567,0.001981385,0.003201948,0.00389512,0.7790304],"genre_scores_gemma":[0.2592957,0.007504785,0.2971765,0.005067491,0.001785021,0.003172291,0.009076448,0.001869768,0.4150521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.191433,"threshold_uncertainty_score":0.640407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09731381589779094,"score_gpt":0.4631766722901089,"score_spread":0.365862856392318,"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."}}