{"id":"W4412449803","doi":"10.1016/j.ajem.2025.07.019","title":"The impact of system performance improvement on patients with cardiac arrest: An updated systematic review","year":2025,"lang":"en","type":"review","venue":"The American Journal of Emergency Medicine","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Science and Technology Council","keywords":"Medicine; Internal medicine; Cardiology; Computer science","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":[0.005383444,0.001274859,0.00757533,0.004277357,0.0004610138,0.002543235,0.00149724,0.002265321,0.004347935],"category_scores_gemma":[0.03429567,0.001065394,0.01105504,0.004913093,0.0006852752,0.002057216,0.001646022,0.002496673,0.0002922963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002699911,"about_ca_system_score_gemma":0.007027803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01799415,"about_ca_topic_score_gemma":0.05514603,"domain_scores_codex":[0.9946818,0.001600616,0.001902488,0.0006033621,0.0009566836,0.0002550645],"domain_scores_gemma":[0.9808965,0.01389049,0.003409034,0.000264711,0.001284469,0.0002548212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0009042741,0.00004559145,0.003838089,0.8717017,0.0812078,0.00009543022,0.0001880368,0.0001878064,0.0001451694,0.000155032,0.002381061,0.0391501],"study_design_scores_gemma":[0.001654203,0.0004114178,0.02101111,0.4272472,0.537164,0.0002662741,0.0003343804,0.0001582252,0.0001407049,0.0003303461,0.01119811,0.00008406187],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001880511,0.9970812,0.00007192637,0.000173169,0.0001446274,0.00008480431,0.0003904962,0.000007019232,0.0001662904],"genre_scores_gemma":[0.03440086,0.9637733,0.0004389205,0.0007747085,0.0001242485,0.0001275678,0.0002664176,0.000007208596,0.00008688964],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01799415,"threshold_uncertainty_score":0.03577888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01731946843033191,"score_gpt":0.3508967238679571,"score_spread":0.3335772554376252,"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."}}