{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009123247,0.00006932038,0.0001105197,0.000009746067,0.000167049,0.00002328205,0.00003127586,0.00004579966,0.000193836],"category_scores_gemma":[0.002258751,0.00004126524,0.0001053842,0.00003766848,0.0001241165,0.00001189055,0.000006028016,0.00005017083,0.00003618123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005762282,"about_ca_system_score_gemma":0.0000621959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001690741,"about_ca_topic_score_gemma":0.000001303391,"domain_scores_codex":[0.9994148,0.00004622826,0.00009381626,0.0001392341,0.0001134703,0.000192443],"domain_scores_gemma":[0.9979734,0.001523344,0.000005663851,0.0002081446,0.0001804707,0.0001089871],"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":[0.002780055,0.0009730386,0.0399964,0.0004442449,0.0002735962,0.0002851262,0.008418733,5.404832e-7,0.001035875,0.5737039,0.324794,0.04729447],"study_design_scores_gemma":[0.002015215,0.001156052,0.01522246,0.00005918404,0.0002430838,0.00002774032,0.00691681,0.000005010408,0.04470412,0.002206773,0.927328,0.0001155291],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7098337,0.06960355,0.0005824906,0.17342,0.001724369,0.002588472,0.0003251798,0.0001822552,0.04174],"genre_scores_gemma":[0.9948478,0.00001822844,0.0003817926,0.004054093,0.00006296805,0.0001398271,0.000006239902,0.00001155321,0.0004774465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.602534,"threshold_uncertainty_score":0.2704099,"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."}}