{"id":"W4391036244","doi":"10.1097/sih.0000000000000773","title":"Educational and Patient Care Impacts of In Situ Simulation in Healthcare","year":2024,"lang":"en","type":"article","venue":"Simulation in Healthcare The Journal of the Society for Simulation in Healthcare","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa Skills and Simulation Centre; University of Saskatchewan; University of Calgary","funders":"","keywords":"Confidence interval; Odds ratio; In situ; Strictly standardized mean difference; MEDLINE; Inclusion (mineral); Medicine; Preference; Health care; Mean difference; Psychology; Family medicine; Internal medicine; Statistics; Mathematics; Social psychology; Chemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003013976,0.0005288874,0.001079907,0.001230632,0.0003281534,0.00006055981,0.0003550681,0.0006994476,0.00001691754],"category_scores_gemma":[0.001371283,0.0004235055,0.0006542418,0.003159451,0.0002035501,0.0006416713,0.00009134412,0.001907144,0.000001851405],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004452425,"about_ca_system_score_gemma":0.004142774,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006815122,"about_ca_topic_score_gemma":0.005010641,"domain_scores_codex":[0.9918038,0.001272469,0.004051968,0.0006498617,0.001337731,0.0008841351],"domain_scores_gemma":[0.9856943,0.009022984,0.001486434,0.0007652421,0.002638146,0.0003929202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0006130789,0.0001113557,0.4248871,0.00380298,0.00002552879,0.000001966971,0.02580399,0.5405746,0.0000210369,0.0004892812,0.00002093644,0.003648122],"study_design_scores_gemma":[0.002698607,0.000705148,0.5481149,0.004552422,0.00005810605,0.00001857766,0.009955383,0.4273613,0.00004371343,0.006046073,0.0001461797,0.0002995983],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8763332,0.01984132,0.0002074785,0.09727748,0.00172601,0.004457193,0.0001185363,0.0000326249,0.000006140289],"genre_scores_gemma":[0.995513,0.0004849077,0.0005858162,0.00259551,0.000460263,0.0001144422,0.0001259418,0.0001076068,0.00001248364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1232277,"threshold_uncertainty_score":0.9998217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04046555597539622,"score_gpt":0.4100775937193663,"score_spread":0.3696120377439701,"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."}}