{"id":"W4408835112","doi":"10.1016/j.resplu.2025.100940","title":"Manikin physical realism for resuscitation education: A systematic review","year":2025,"lang":"en","type":"review","venue":"Resuscitation Plus","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Toronto","funders":"","keywords":"Resuscitation; Realism; Medicine; Intensive care medicine; Psychology; Medical emergency; Emergency medicine; Epistemology; Philosophy","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":[0.01104407,0.001702398,0.01042547,0.006500644,0.0006350841,0.002454945,0.001895736,0.002636769,0.005857767],"category_scores_gemma":[0.04691447,0.001235571,0.009659614,0.006072558,0.0008636658,0.002480826,0.001223604,0.001946882,0.000497704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002932314,"about_ca_system_score_gemma":0.01021201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005222622,"about_ca_topic_score_gemma":0.01739887,"domain_scores_codex":[0.9901785,0.0047348,0.002555275,0.0004732839,0.001838106,0.0002200314],"domain_scores_gemma":[0.9731426,0.02031333,0.003972252,0.0003211132,0.001918121,0.0003326958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0005900993,0.00007443379,0.0004647017,0.939246,0.01166553,0.00008478067,0.0001197131,0.0001083478,0.0001489701,0.0001461723,0.0009564806,0.04639478],"study_design_scores_gemma":[0.002020239,0.001104265,0.005759276,0.8764232,0.0996834,0.0005582228,0.0002889708,0.0002026379,0.0003297451,0.0003750439,0.01319216,0.00006280734],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001420688,0.9971029,0.0002215053,0.0001837832,0.0001231326,0.0005968808,0.0001412283,0.000007503359,0.0002023112],"genre_scores_gemma":[0.02098703,0.9748468,0.00171732,0.0004711028,0.0001177888,0.001563147,0.0001590023,0.000006313606,0.0001314675],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01104407,"threshold_uncertainty_score":0.05840731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06801030875247896,"score_gpt":0.4691752326626998,"score_spread":0.4011649239102208,"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."}}