{"id":"W1558229163","doi":"10.1186/cc2195","title":"The PIRO concept: R is for response.","year":2003,"lang":"en","type":"article","venue":"Critical Care","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Intensive care; Library science; Intensive care 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":[0.02439929,0.00131162,0.001664633,0.001134795,0.002594223,0.009607914,0.004194238,0.02550013,0.1110198],"category_scores_gemma":[0.1586365,0.0004774616,0.002389723,0.001123768,0.004141205,0.006695756,0.008344822,0.02677887,0.08841565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003067526,"about_ca_system_score_gemma":0.009778131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001130581,"about_ca_topic_score_gemma":0.001165227,"domain_scores_codex":[0.9814585,0.005814782,0.001473107,0.001960799,0.007117496,0.002175276],"domain_scores_gemma":[0.9307191,0.02317378,0.007633591,0.006922151,0.02115957,0.01039176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004934006,0.00001010745,0.0000564064,0.0001395825,0.00000620785,0.00006584841,0.00006407019,0.0000123155,0.00003743348,0.002353359,0.9906878,0.006517493],"study_design_scores_gemma":[0.00001588248,0.00003069761,0.0001198897,0.0001750737,0.00000615821,0.0001331985,0.0001891532,0.00005576746,0.00007922919,0.001875163,0.9973049,0.00001485479],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0001738618,0.002359168,0.001115801,0.706254,0.2759162,0.0001167249,0.0004895673,0.0004300791,0.01314458],"genre_scores_gemma":[0.007214984,0.002592231,0.00290919,0.7566308,0.1464939,0.0005800804,0.0007248503,0.0005547151,0.08229931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1110198,"threshold_uncertainty_score":0.3713983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1326667796631636,"score_gpt":0.4391539319148651,"score_spread":0.3064871522517015,"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."}}