{"id":"W2403380366","doi":"10.1097/ccm.0000000000001786","title":"Treating Sepsis: Nearest Neighbors and Predicting Beginnings*","year":2016,"lang":"en","type":"letter","venue":"Critical Care Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Equity (law); Officer; Sepsis; Intensive care; Clinical decision making; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002099522,0.0003465537,0.0008688262,0.0005737714,0.001304665,0.001720094,0.000736855,0.005868507,0.003038577],"category_scores_gemma":[0.02069321,0.0003043607,0.0005436401,0.0005446162,0.0009610133,0.002755092,0.00061865,0.01241751,0.001948971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002217315,"about_ca_system_score_gemma":0.001607184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009274185,"about_ca_topic_score_gemma":0.01950473,"domain_scores_codex":[0.9987368,0.0007150423,0.0001796884,0.0001191423,0.0001688704,0.00008058005],"domain_scores_gemma":[0.9929289,0.005059144,0.0004277442,0.0001623762,0.000842803,0.0005790484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004343715,0.0001432544,0.02355829,0.0002476258,0.0001203593,0.004718775,0.0005790954,0.001296488,0.0002869602,0.008027355,0.7884253,0.1721622],"study_design_scores_gemma":[0.001080888,0.001082938,0.03697354,0.004687146,0.0005309346,0.0285456,0.007482513,0.03883202,0.001090273,0.2236653,0.6556703,0.000358679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.003119966,0.00460647,0.0006594321,0.9837198,0.00327275,0.00001588926,0.00006804986,0.00001362389,0.004524025],"genre_scores_gemma":[0.2552705,0.03591308,0.008442886,0.622829,0.06754199,0.0001607802,0.0002834453,0.00007319664,0.009485076],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.009274185,"threshold_uncertainty_score":0.01844043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06402705267876545,"score_gpt":0.3636635727379703,"score_spread":0.2996365200592049,"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."}}