{"id":"W2811073408","doi":"10.4037/ajcc2018576","title":"Derivation of a PIRO Score for Prediction of Mortality in Surgical Patients With Intra-Abdominal Sepsis","year":2018,"lang":"en","type":"article","venue":"American Journal of Critical Care","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada","funders":"","keywords":"Medicine; Sepsis; Septic shock; Organ dysfunction; Internal medicine; Logistic regression; Mortality rate; Intensive care; Intensive care medicine; Shock (circulatory); Receiver operating characteristic; Cohort study","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002751755,0.000683027,0.0005558237,0.001701291,0.0002628012,0.00105626,0.0005774582,0.0004260941,0.001529718],"category_scores_gemma":[0.01480241,0.000193494,0.0007590457,0.0008171915,0.0003599395,0.0006761482,0.0009504374,0.0008639996,0.0004993227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002862258,"about_ca_system_score_gemma":0.0007730011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007264924,"about_ca_topic_score_gemma":0.0007582996,"domain_scores_codex":[0.998795,0.0005422226,0.0001651238,0.0001083896,0.0002884835,0.0001006544],"domain_scores_gemma":[0.994302,0.002092457,0.001753518,0.0002445962,0.0008904245,0.0007169652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002076298,0.00004071582,0.9954086,0.00001395125,0.00004934231,0.00003669149,0.00002394655,0.0001656631,0.00009404908,0.00003904288,0.0001876911,0.003732668],"study_design_scores_gemma":[0.0000838979,0.000774136,0.9914188,0.00005990306,0.0001303811,0.0005254026,0.0001938007,0.005549368,0.0002809983,0.0002684743,0.0006965756,0.00001812813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950383,0.0004645871,0.001193477,0.0002080192,0.00006729484,0.00008802696,0.0006154932,0.00002414323,0.002300699],"genre_scores_gemma":[0.9979854,0.0001024669,0.001182707,0.00002716806,0.00003946782,0.00004799293,0.0005069224,0.000004563663,0.000103381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002751755,"threshold_uncertainty_score":0.01455283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05510106424215416,"score_gpt":0.3685168228758771,"score_spread":0.313415758633723,"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."}}