{"id":"W4415094194","doi":"10.1093/ehjacc/zuaf106","title":"‘Shocking’ disparities and promising prognostics: advances in resuscitation science","year":2025,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Resuscitation; Cardiopulmonary resuscitation; MEDLINE; Emergency medical services; Heart failure","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":[0.0149483,0.0007777987,0.001629462,0.002488167,0.001282642,0.004857666,0.001616108,0.005465704,0.005229211],"category_scores_gemma":[0.05100286,0.000357474,0.001389075,0.002068947,0.004287473,0.00952757,0.002471277,0.01220066,0.0008042066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002375482,"about_ca_system_score_gemma":0.004294885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001725422,"about_ca_topic_score_gemma":0.003469111,"domain_scores_codex":[0.9947317,0.002747609,0.0005207243,0.0006415762,0.001027419,0.0003311022],"domain_scores_gemma":[0.9112105,0.07901166,0.001932613,0.001095807,0.004782994,0.001966372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000283821,0.00005845656,0.002837886,0.006886504,0.0004380573,0.0003668531,0.001727515,0.0003706596,0.0003265679,0.05968034,0.4573053,0.469718],"study_design_scores_gemma":[0.0000842282,0.0001823943,0.005299988,0.01877497,0.0004506629,0.0006955391,0.001990624,0.0007020795,0.0002389619,0.1259274,0.8454974,0.0001557593],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009860925,0.5798543,0.001345228,0.3717365,0.0445333,0.00001266144,0.0001228462,0.00003128508,0.001377793],"genre_scores_gemma":[0.01863223,0.6689787,0.001737819,0.1013504,0.2082299,0.000037552,0.000143874,0.00005979787,0.0008297635],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0149483,"threshold_uncertainty_score":0.07905507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01125490395431023,"score_gpt":0.2933444954757313,"score_spread":0.282089591521421,"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."}}