{"id":"W2735715539","doi":"10.1016/j.eupc.2005.08.182","title":"The Resuscitation Outcomes Consortium (ROC): Purpose, Progress & Potential","year":2005,"lang":"en","type":"article","venue":"EP Europace","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hypertonic saline; Resuscitation; Shock (circulatory); Emergency medicine; Intensive care medicine; Anesthesia; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003475846,0.0001354535,0.0001730421,0.00005919404,0.0002822025,0.00007703207,0.00008633554,0.00005403076,0.00002696204],"category_scores_gemma":[0.0003206545,0.00008568513,0.0001494403,0.0001797525,0.0001951437,0.00009923892,0.00003788511,0.0001848854,0.0005238372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000445109,"about_ca_system_score_gemma":0.00006235979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005037264,"about_ca_topic_score_gemma":0.00003747951,"domain_scores_codex":[0.9987345,0.0001156938,0.0002484375,0.0002187519,0.0004143236,0.0002682851],"domain_scores_gemma":[0.9991465,0.0001286618,0.0001058768,0.0003291104,0.0001752632,0.0001145714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00217409,0.0006309702,0.4763877,0.0002646077,0.000615157,0.0002406839,0.004041536,0.0005021766,0.01580784,0.005775739,0.2378218,0.2557377],"study_design_scores_gemma":[0.001078479,0.00003686343,0.4622921,0.00002745464,0.00009788114,0.00001977304,0.0001608184,0.0001597262,0.0002792829,0.00007571248,0.5356463,0.0001256179],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9267695,0.002182981,0.001188894,0.0531365,0.003613793,0.001019271,0.000009284122,0.000270416,0.01180939],"genre_scores_gemma":[0.9847841,0.0001531488,0.001317726,0.0003933815,0.000893686,0.00002669689,0.0000366282,0.00003060977,0.01236399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2978245,"threshold_uncertainty_score":0.6733042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01185652888378316,"score_gpt":0.2925929163983172,"score_spread":0.2807363875145341,"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."}}