{"id":"W2118671970","doi":"10.1186/cc2196","title":"The PIRO concept: O is for organ dysfunction.","year":2003,"lang":"en","type":"article","venue":"Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Organ dysfunction; Intensive care medicine; Internal medicine; Sepsis","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":[0.00007914314,0.00007852703,0.0001145524,0.00001258492,0.0002254594,0.00002562564,0.00004158359,0.00007320324,0.000680678],"category_scores_gemma":[0.0008360167,0.00005066855,0.00008607189,0.00005444711,0.0001105344,0.00002779676,0.000007335476,0.00009187518,0.00005812942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003054443,"about_ca_system_score_gemma":0.000111225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.253421e-7,"about_ca_topic_score_gemma":0.000001147147,"domain_scores_codex":[0.9993401,0.00001786303,0.0001201534,0.0001536072,0.000138992,0.0002293518],"domain_scores_gemma":[0.9991655,0.0001533447,0.000008320974,0.0002148202,0.00029987,0.0001581545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002254862,0.0001145333,0.003467401,0.0005232687,0.00006106495,0.00008975536,0.002905092,1.657087e-7,0.0109213,0.777316,0.1670069,0.037369],"study_design_scores_gemma":[0.0007258223,0.0004329773,0.0001296736,0.00001376259,0.00008281045,0.00002122364,0.006730205,0.000003747485,0.06645765,0.00258368,0.9227394,0.00007907403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2452767,0.04828136,0.1465646,0.0716695,0.02101703,0.008539855,0.0005455408,0.001194109,0.4569113],"genre_scores_gemma":[0.9901987,0.000004124077,0.000588184,0.005810748,0.0002299291,0.00004971167,0.00001259308,0.00001961477,0.003086358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7747324,"threshold_uncertainty_score":0.7452947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03236551575940124,"score_gpt":0.3338880754707486,"score_spread":0.3015225597113473,"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."}}