{"id":"W4403920765","doi":"10.1007/s11739-024-03802-5","title":"SEPSIGN: early identification of sepsis signs in emergency department","year":2024,"lang":"en","type":"article","venue":"Internal and Emergency Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"bioMérieux","keywords":"Medicine; SuPAR; Sepsis; SOFA score; Internal medicine; Emergency department; Clinical endpoint; Procalcitonin; Prospective cohort study; Organ dysfunction; Clinical trial","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":[0.0006873803,0.0007730548,0.0007604083,0.001476836,0.0003379016,0.001138243,0.000350246,0.0007826169,0.007581707],"category_scores_gemma":[0.003547092,0.0002381919,0.000353525,0.000367009,0.0001611857,0.000800423,0.001085625,0.001183854,0.002136472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002667949,"about_ca_system_score_gemma":0.0008471067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000611282,"about_ca_topic_score_gemma":0.001132348,"domain_scores_codex":[0.9994696,0.0001374141,0.00007397171,0.00005473706,0.0001510728,0.0001131668],"domain_scores_gemma":[0.9982131,0.0004545853,0.0003660358,0.00005701787,0.0003675855,0.0005417475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007783752,0.001305462,0.618715,0.0008892194,0.0001745459,0.006370767,0.0001831931,0.0005648023,0.009556537,0.0008002727,0.09246164,0.2611949],"study_design_scores_gemma":[0.001205718,0.003819288,0.9042789,0.001307793,0.0002901838,0.02891824,0.0006168795,0.007717287,0.01109273,0.001366888,0.03922021,0.0001659599],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9053681,0.009155668,0.01089525,0.009442792,0.003533285,0.002048351,0.007772824,0.003560133,0.04822369],"genre_scores_gemma":[0.9416807,0.004442569,0.03088547,0.002562426,0.002824169,0.0008908015,0.00607041,0.0001777381,0.01046566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007581707,"threshold_uncertainty_score":0.02536333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08004557329655634,"score_gpt":0.3832096885898762,"score_spread":0.3031641152933199,"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."}}