{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03453296,0.002174128,0.001823475,0.00468445,0.002201897,0.008421228,0.006383461,0.007029231,0.1721636],"category_scores_gemma":[0.1538336,0.002078894,0.003899108,0.004473986,0.002883308,0.01029695,0.009737452,0.01472758,0.08622631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00339885,"about_ca_system_score_gemma":0.01984151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001443502,"about_ca_topic_score_gemma":0.002112517,"domain_scores_codex":[0.9587632,0.01605765,0.008739341,0.001173385,0.01448884,0.0007775266],"domain_scores_gemma":[0.882875,0.0614846,0.008939909,0.01250281,0.02890627,0.005291486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002110223,0.0001608614,0.0003459131,0.004912877,0.00009806965,0.0006485227,0.0009638037,0.001991118,0.0004541366,0.0607007,0.7183571,0.2111559],"study_design_scores_gemma":[0.0002505655,0.0001452567,0.0003531226,0.003074354,0.00003248506,0.001067598,0.00020754,0.003582988,0.0007213062,0.05778233,0.9326972,0.00008520761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001517199,0.005624161,0.6517525,0.08220612,0.01636969,0.02008682,0.0147566,0.06565748,0.1420295],"genre_scores_gemma":[0.01194075,0.004381062,0.8644392,0.0237809,0.003108745,0.02342017,0.01137789,0.006531307,0.05101996],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1721636,"threshold_uncertainty_score":0.5759445,"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."}}