{"id":"W4409246862","doi":"10.1080/10872981.2025.2486971","title":"Development and validation of the QASSH scale: a tool for assessing the quality of simulation scenarios in healthcare education","year":2025,"lang":"en","type":"article","venue":"Medical Education Online","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Scale (ratio); Health care; Quality (philosophy); Medical education; Data science; Medicine; Psychology; Computer science; Political science; Geography","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":[0.02969472,0.0004928177,0.0004170048,0.00281291,0.0007217313,0.001195382,0.0009745999,0.0005463049,0.002031409],"category_scores_gemma":[0.05662559,0.0003527812,0.001181194,0.001211998,0.0009696351,0.00127822,0.002115938,0.001144373,0.00051109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002317935,"about_ca_system_score_gemma":0.004523321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002921236,"about_ca_topic_score_gemma":0.003747439,"domain_scores_codex":[0.9841198,0.007256125,0.002577511,0.0005513736,0.005050392,0.0004447447],"domain_scores_gemma":[0.9487098,0.02376805,0.005002282,0.00335513,0.01731662,0.001847985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006663205,0.002064515,0.484591,0.001559393,0.0003775674,0.0003064024,0.01860708,0.007684476,0.01103652,0.004924344,0.01068264,0.4574997],"study_design_scores_gemma":[0.0002846374,0.003603643,0.9041139,0.001407173,0.0001889799,0.0008524889,0.008990718,0.02661588,0.008982182,0.004013745,0.04067492,0.0002717578],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9270955,0.0003950399,0.05255322,0.0008821178,0.0001140527,0.007586364,0.001501043,0.0004383241,0.009434308],"genre_scores_gemma":[0.8558063,0.0003844264,0.1338266,0.0002072988,0.00004042619,0.006608328,0.002055136,0.000078429,0.0009930744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02969472,"threshold_uncertainty_score":0.1570426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06189794475588743,"score_gpt":0.501457377623543,"score_spread":0.4395594328676556,"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."}}