{"id":"W2946786405","doi":"10.1097/sih.0000000000000381","title":"PEARLS for Systems Integration","year":2019,"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":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary; Alberta Health Services","funders":"","keywords":"Debriefing; Excellence; Process management; Computer science; Patient safety; Quality (philosophy); Knowledge management; Operational excellence; Health care; Quality management; Psychology; Medical education; Medicine; Operations management; Engineering; Management system","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":[0.004863392,0.0003757686,0.0008544244,0.0003846039,0.0004702864,0.00006072423,0.0004312539,0.0005418459,0.00001648629],"category_scores_gemma":[0.001085248,0.0002636079,0.001018413,0.001362297,0.00009211461,0.0004349316,0.00004159697,0.001129333,0.00000555947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002467009,"about_ca_system_score_gemma":0.001821197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001483634,"about_ca_topic_score_gemma":0.0002014214,"domain_scores_codex":[0.9942663,0.0007815887,0.002822919,0.0004130983,0.001021622,0.0006944997],"domain_scores_gemma":[0.9850147,0.007699469,0.00196693,0.0008698783,0.004193678,0.0002552992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009551374,0.00007402825,0.2742577,0.001697657,0.00003982729,1.716513e-7,0.004851856,0.7157785,0.00001895227,0.001289641,0.0001632582,0.0008732611],"study_design_scores_gemma":[0.004431126,0.00072076,0.1392984,0.00158316,0.00009438353,0.00001550887,0.00665314,0.8427204,0.0000254622,0.003167375,0.001045524,0.0002446772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.880336,0.004458535,0.01088343,0.08455475,0.006104943,0.01346549,0.0001252326,0.00005932396,0.00001232712],"genre_scores_gemma":[0.9941285,0.000111909,0.001067893,0.00318677,0.000927671,0.0001917676,0.00009442143,0.00009370862,0.0001973637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1349592,"threshold_uncertainty_score":0.9999816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05828390830116267,"score_gpt":0.409524635919558,"score_spread":0.3512407276183953,"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."}}