{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003065866,0.0002323364,0.0005699616,0.0003293467,0.0001255431,0.00001571346,0.0001211084,0.000275351,0.002246944],"category_scores_gemma":[0.0008371276,0.0002053834,0.0001050314,0.00174626,0.00007536268,0.0001662735,0.00006764824,0.0004171144,0.00006547599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002591128,"about_ca_system_score_gemma":0.001075484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001068074,"about_ca_topic_score_gemma":0.0003074954,"domain_scores_codex":[0.9974735,0.0001532817,0.001050289,0.0006066117,0.0003599254,0.0003563622],"domain_scores_gemma":[0.9946932,0.0002426592,0.0001686217,0.0007802394,0.003763427,0.000351829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000266248,0.001065802,0.5601844,0.001297679,0.0001319652,0.0007147166,0.0005764656,0.0009763029,0.0001759525,0.007310917,0.01492806,0.4123715],"study_design_scores_gemma":[0.005746625,0.004231079,0.07300606,0.005815596,0.0004233123,0.001368518,0.0129612,0.005008184,0.00322682,0.003007263,0.8839478,0.001257463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.623323,0.005413461,0.0005767876,0.3678283,0.0004308576,0.001515952,0.0002870852,0.0005858769,0.00003870492],"genre_scores_gemma":[0.929064,0.002091713,0.02988275,0.02915018,0.0005344916,0.0001549412,0.008390372,0.00005169756,0.0006798542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8690198,"threshold_uncertainty_score":0.9986652,"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."}}