{"id":"W2442510890","doi":"10.1186/s13054-016-1371-9","title":"Cardiopulmonary resuscitation quality and beyond: the need to improve real-time feedback and physiologic monitoring","year":2016,"lang":"en","type":"letter","venue":"Critical Care","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Cardiopulmonary resuscitation; Resuscitation; Intensive care medicine; Emergency medicine; Medical emergency","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":[],"consensus_categories":[],"category_scores_codex":[0.0002639609,0.0002751555,0.0005409538,0.00008120019,0.0002050985,0.00006904394,0.00007806245,0.000513138,0.000006924545],"category_scores_gemma":[0.0007863374,0.0001646909,0.0001673641,0.00009665101,0.000341502,0.00007538433,0.0001279815,0.0006469309,0.00003407571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001145979,"about_ca_system_score_gemma":0.00005713935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005849705,"about_ca_topic_score_gemma":4.952724e-7,"domain_scores_codex":[0.9980953,0.0002564266,0.0002969484,0.0005570345,0.0004149661,0.0003793792],"domain_scores_gemma":[0.9979357,0.001033245,0.00004822037,0.0004205912,0.0003945714,0.0001676315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001263267,0.00003194431,0.009975582,0.009429831,0.0003774888,0.0008742993,0.005854404,0.000001003564,0.1828824,0.0005582016,0.716866,0.07188562],"study_design_scores_gemma":[0.003132019,0.001136615,0.7926965,0.00228433,0.002174247,0.00006517555,0.01512425,0.00001441611,0.001697427,0.007784374,0.1718612,0.002029413],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1836962,0.001850987,0.00001757268,0.8033915,0.003080275,0.001038981,0.0003116022,0.0001190543,0.006493929],"genre_scores_gemma":[0.8376125,0.0003202314,0.0005219155,0.1325764,0.02756167,0.0002033956,0.0004537826,0.0001055578,0.0006445677],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7827209,"threshold_uncertainty_score":0.6715901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02610262915593393,"score_gpt":0.3317470898575045,"score_spread":0.3056444607015705,"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."}}