{"id":"W4323037149","doi":"10.1002/cam4.5733","title":"Prognosis and complications of patients with primary gastrointestinal diffuse large B‐cell lymphoma: Development and validation of the systemic inflammation response index‐covered score","year":2023,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Shandong First Medical University; Natural Science Foundation of Shandong Province; China Postdoctoral Science Foundation; Key Technology Research and Development Program of Shandong; National Natural Science Foundation of China","keywords":"Medicine; Internal medicine; Proportional hazards model; Cohort; Univariate; Multivariate analysis; International Prognostic Index; Univariate analysis; Multivariate statistics; Oncology; Retrospective cohort study; Nomogram; Lymphoma; Systemic inflammation; Diffuse large B-cell lymphoma; Survival analysis; Gastroenterology; Inflammation","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":[0.0003865287,0.0001355237,0.000267649,0.0001701862,0.00008682984,0.000003937839,0.00007425767,0.00003728687,0.000006960798],"category_scores_gemma":[0.0001803653,0.00008728672,0.00001952127,0.0003797569,0.0002612858,0.0000603494,0.00008003544,0.00005213891,6.600544e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001443443,"about_ca_system_score_gemma":0.0003286943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007861951,"about_ca_topic_score_gemma":0.000003104068,"domain_scores_codex":[0.9987079,0.00008783873,0.0004258691,0.0002043679,0.0004224585,0.0001515788],"domain_scores_gemma":[0.9988494,0.0001394529,0.000366412,0.0002297138,0.0003237171,0.00009133981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001856952,0.0001974288,0.9838496,0.001689621,0.00005041957,0.000002284041,0.0009771381,0.000002127673,0.009021796,0.00001026546,0.0001531505,0.002189234],"study_design_scores_gemma":[0.009318499,0.0001636738,0.9759219,0.003368265,0.0001702575,0.0000121936,0.0002665776,0.00009681199,0.0105119,0.000005684149,0.00009063572,0.00007364221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978493,0.0002668002,0.00009044487,0.0005079549,0.00004120819,0.001117595,0.0000475079,0.00003441217,0.00004477732],"genre_scores_gemma":[0.9992483,0.00003024832,0.0002657092,0.00005667512,0.00002645161,0.0002162787,0.0001107205,0.00001761102,0.00002805611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007927722,"threshold_uncertainty_score":0.3559449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503100711038418,"score_gpt":0.2432786965143464,"score_spread":0.2282476894039622,"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."}}