{"id":"W1908443491","doi":"10.36834/cmej.36741","title":"Realism of procedural task trainers in a pediatric emergency medicine procedures course","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia; University of Ottawa","funders":"","keywords":"Trainer; Task (project management); Realism; Medicine; Pericardiocentesis; Rating scale; Medical education; Computer science; Surgery; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005061189,0.0003719139,0.0002589443,0.0005093958,0.0007057734,0.001447442,0.0006064383,0.0006254868,0.006184836],"category_scores_gemma":[0.02337302,0.0003003184,0.0003945451,0.0001688172,0.0006123001,0.000632563,0.001455509,0.001292077,0.0007846551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001609021,"about_ca_system_score_gemma":0.001569059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001798171,"about_ca_topic_score_gemma":0.003360895,"domain_scores_codex":[0.9967173,0.001113925,0.0001699763,0.000255392,0.001221737,0.0005216702],"domain_scores_gemma":[0.9897276,0.003465565,0.002071531,0.0003409846,0.001599928,0.002794427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002582956,0.01347744,0.7239931,0.0008851403,0.0001390119,0.001180981,0.04654885,0.003771226,0.02164328,0.0008173517,0.01361569,0.1713451],"study_design_scores_gemma":[0.0002855907,0.01149933,0.9098359,0.0004307035,0.00009339033,0.001399859,0.03229257,0.006539171,0.009477099,0.0006478333,0.02725119,0.0002472671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961415,0.00004021287,0.0007986972,0.0001741702,0.00002186571,0.0002036841,0.000045922,0.00002839926,0.002545549],"genre_scores_gemma":[0.9960989,0.0001039233,0.002062944,0.0001655781,0.00001569116,0.0001509018,0.00009913526,0.000009848342,0.001293154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006184836,"threshold_uncertainty_score":0.02676648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02108815907935051,"score_gpt":0.3559519711216366,"score_spread":0.334863812042286,"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."}}