{"id":"W4382319862","doi":"10.12669/pjms.39.4.7145","title":"Healthcare Simulation: An effective way of learning in health care","year":2023,"lang":"en","type":"review","venue":"Pakistan Journal of Medical Sciences","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Debriefing; Health care; CINAHL; Medicine; Preparedness; MEDLINE; Curriculum; Medical education; Set (abstract data type); Narrative; Computer science; Nursing; Psychological intervention; Psychology; Pedagogy","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":[0.013452,0.0009178175,0.001314414,0.003928734,0.001463101,0.008590304,0.002171142,0.003655825,0.01028889],"category_scores_gemma":[0.02517937,0.0004317848,0.001481671,0.002866585,0.004610073,0.006241626,0.007662788,0.003738108,0.001895824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002423688,"about_ca_system_score_gemma":0.008481156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001060346,"about_ca_topic_score_gemma":0.002131668,"domain_scores_codex":[0.9793099,0.01561203,0.001155992,0.0005294858,0.003080724,0.0003118146],"domain_scores_gemma":[0.9767245,0.01841633,0.001504792,0.0008905393,0.001260252,0.001203613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001195273,0.0003176158,0.002827809,0.02067608,0.0003122425,0.0005658905,0.011443,0.003665297,0.001275752,0.15533,0.07688282,0.7265839],"study_design_scores_gemma":[0.0001253162,0.000532827,0.003159121,0.04902398,0.0002134556,0.001848148,0.005967055,0.002163386,0.001136261,0.1163885,0.8193067,0.0001351868],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01543103,0.3237328,0.2022549,0.1579816,0.008158937,0.002325664,0.0006324833,0.001458774,0.2880238],"genre_scores_gemma":[0.2705022,0.3442522,0.3333777,0.0246174,0.00608047,0.003986758,0.0007467309,0.0002660696,0.01617051],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.013452,"threshold_uncertainty_score":0.07114178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.165196990863174,"score_gpt":0.5590540567520413,"score_spread":0.3938570658888673,"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."}}