{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008891664,0.0002716819,0.002154844,0.001040044,0.0002178503,0.00002969271,0.0005331852,0.0003791132,0.00018178],"category_scores_gemma":[0.002269777,0.000192542,0.0003301376,0.00210344,0.0004130737,0.0001401892,0.00004299146,0.001668834,0.000007570408],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107516,"about_ca_system_score_gemma":0.01092581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006022252,"about_ca_topic_score_gemma":0.0001432421,"domain_scores_codex":[0.9914477,0.001821047,0.002829152,0.0003877594,0.003064039,0.0004502647],"domain_scores_gemma":[0.9915334,0.004147636,0.002403176,0.0002194681,0.000697347,0.0009989695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002599741,0.00007670825,0.008189817,0.04236079,0.00003487045,0.00006690133,0.005402017,0.001668321,8.616143e-9,0.0002603439,0.00002111138,0.9418931],"study_design_scores_gemma":[0.003339886,0.014513,0.01646746,0.4886836,0.0004739093,0.0006725759,0.0663358,0.004590786,7.95903e-7,0.0004635219,0.4035425,0.0009162228],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001706002,0.9922399,0.00009060397,0.003998469,0.0009443545,0.0009478999,0.00001126074,0.00002799716,0.00003353241],"genre_scores_gemma":[0.1267249,0.8717965,0.0003117149,0.0001750571,0.0008764697,0.0000205377,0.00003807876,0.00003753182,0.00001912383],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9409769,"threshold_uncertainty_score":0.9946813,"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."}}