{"id":"W4289731964","doi":"10.1016/j.resuscitation.2022.07.041","title":"Pre-arrest prediction of survival following in-hospital cardiac arrest: A systematic review of diagnostic test accuracy studies","year":2022,"lang":"en","type":"review","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Australian Resuscitation Council; Health Research Fund of Central Denmark Region; Region Midtjylland","keywords":"Medicine; Test (biology); Emergency medicine; Intensive care medicine","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":[0.05396251,0.001848811,0.01131332,0.01418852,0.0008075144,0.004777836,0.003445943,0.003055807,0.003065688],"category_scores_gemma":[0.3048603,0.001695022,0.01485059,0.01043076,0.001915189,0.003947506,0.002155094,0.002416037,0.000270787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006248488,"about_ca_system_score_gemma":0.0128478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01184934,"about_ca_topic_score_gemma":0.02063007,"domain_scores_codex":[0.9391296,0.02527545,0.02251258,0.003622995,0.008704375,0.0007549633],"domain_scores_gemma":[0.577935,0.3678317,0.03604081,0.0038072,0.01362218,0.000763097],"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":[0.0006120435,0.00002090415,0.004665863,0.9248967,0.03234937,0.00007878488,0.0002799054,0.0001667719,0.00007165821,0.0002548289,0.0009531213,0.03565006],"study_design_scores_gemma":[0.0005011657,0.0002154139,0.009284287,0.8334757,0.1492178,0.0002895241,0.0002227847,0.0002361292,0.000218656,0.0005260844,0.005754665,0.00005773707],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001799209,0.9964641,0.000343768,0.0003270646,0.0001043292,0.0003118721,0.0004183697,0.00001039466,0.0002210315],"genre_scores_gemma":[0.09052848,0.9021816,0.003278072,0.001256838,0.000240612,0.001518373,0.0008596185,0.00002352462,0.0001129405],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05396251,"threshold_uncertainty_score":0.2853845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03547777526902879,"score_gpt":0.3479371624730029,"score_spread":0.3124593872039741,"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."}}