{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003160434,0.0003600809,0.0007959223,0.000242817,0.000627246,0.00006046704,0.0003835942,0.0005094708,0.00007934088],"category_scores_gemma":[0.001355251,0.0002704368,0.0009343947,0.001721719,0.0001589833,0.0003421988,0.00008685165,0.001255568,0.000003234947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002176553,"about_ca_system_score_gemma":0.003098264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000581908,"about_ca_topic_score_gemma":0.0003359392,"domain_scores_codex":[0.9937871,0.001240863,0.002724252,0.0004118869,0.0011073,0.000728565],"domain_scores_gemma":[0.9882615,0.004909835,0.001648552,0.0008818834,0.004042442,0.0002557632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007276852,0.00009514832,0.3227297,0.001070072,0.00004630391,0.000003465187,0.006206298,0.6672078,0.00003432325,0.0005743633,0.0001326041,0.001172149],"study_design_scores_gemma":[0.00616255,0.0004908022,0.4684802,0.002757993,0.0001881517,0.0001183814,0.009941147,0.4993708,0.0002731704,0.009843057,0.001902199,0.0004716026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.849189,0.00290108,0.001827526,0.1383194,0.004581878,0.003011317,0.0001062798,0.00004914777,0.00001431989],"genre_scores_gemma":[0.9876974,0.0001226047,0.001661142,0.008967705,0.001260503,0.00005346779,0.00007645304,0.00008228153,0.00007848242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1678371,"threshold_uncertainty_score":0.9999748,"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."}}