{"id":"W3217223141","doi":"10.52198/21.sti.39.so1524","title":"Healthcare Simulation Use to Support Guidelines Implementation: An Integrative Review","year":2021,"lang":"en","type":"article","venue":"Surgical Technology Online","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Guideline; Health care; Simulation training; Affect (linguistics); Medical simulation; Focus (optics)","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":[0.01120261,0.001156556,0.002817468,0.01517429,0.000695591,0.002725357,0.001680701,0.001521275,0.002218003],"category_scores_gemma":[0.04176368,0.000816055,0.004248819,0.009937023,0.0009106567,0.002775889,0.001616849,0.001014565,0.0002380557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002948842,"about_ca_system_score_gemma":0.01262164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005333806,"about_ca_topic_score_gemma":0.01159819,"domain_scores_codex":[0.9922503,0.003853041,0.002051545,0.0004004066,0.001260914,0.0001837593],"domain_scores_gemma":[0.9416047,0.0493629,0.003652105,0.0007284053,0.00434095,0.0003110133],"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":[0.0001792778,0.0001536866,0.002400924,0.4872468,0.003788389,0.0001694449,0.001192847,0.0006189034,0.0003360487,0.002001287,0.00336461,0.4985478],"study_design_scores_gemma":[0.0001227304,0.0005672536,0.01032101,0.8861362,0.01888932,0.0009566894,0.001681194,0.0007141627,0.000755141,0.001547025,0.07822231,0.00008697875],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001287604,0.9968678,0.0003743735,0.0004856362,0.0001429129,0.0001500726,0.00004118763,0.000009850878,0.0006404865],"genre_scores_gemma":[0.01659232,0.9811093,0.001577973,0.0002932914,0.00008087981,0.0002279338,0.00005529006,0.000004060449,0.00005904244],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01517429,"threshold_uncertainty_score":0.05924582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1746846014991814,"score_gpt":0.555252459112956,"score_spread":0.3805678576137745,"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."}}