{"id":"W4327549845","doi":"10.1038/s41416-023-02214-0","title":"Systemic inflammatory prognostic scores in advanced pancreatic adenocarcinoma","year":2023,"lang":"en","type":"article","venue":"British Journal of Cancer","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Health Sciences Centre; Ontario Institute for Cancer Research; Public Health Ontario; Western University; McGill University Health Centre; Princess Margaret Cancer Centre; Centre Hospitalier de l’Université de Montréal; McGill University; Dalhousie University; University Health Network","funders":"Canadian Cancer Society Research Institute; Hebrew University of Jerusalem; Government of Ontario; Princess Margaret Cancer Foundation","keywords":"Medicine; Internal medicine; Adenocarcinoma; Oncology; Neutrophil to lymphocyte ratio; Pancreatic cancer; CD8; Gastroenterology; Immune system; Lymphocyte; Cancer; Immunology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000576328,0.0001627202,0.0005230361,0.0004291356,0.00005744147,0.00004839207,0.0001869479,0.0001032929,0.0001292344],"category_scores_gemma":[0.0005893425,0.0001782969,0.0001897853,0.0006103785,0.0001031144,0.0002333178,0.00004895947,0.0003495484,0.00003331586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003147024,"about_ca_system_score_gemma":0.0006203969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004081257,"about_ca_topic_score_gemma":0.0001014852,"domain_scores_codex":[0.9978492,0.0001086683,0.000858681,0.0002040651,0.0005813304,0.0003981099],"domain_scores_gemma":[0.9987336,0.0001256064,0.0003924366,0.0001637703,0.0003452808,0.0002392632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005434168,0.00005028666,0.9364791,0.0009600161,0.0001723717,0.01099282,0.000129051,0.00009827482,0.001664518,0.000007389263,0.001567961,0.04733479],"study_design_scores_gemma":[0.003030925,0.000119969,0.9786196,0.01192187,0.0002326254,0.004403583,0.0002764983,0.0001230045,0.0005765423,0.00007661699,0.0004470028,0.0001717611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518676,0.04668288,0.000004639029,0.0001681773,0.0005012581,0.0005350157,0.00001450388,0.00006443322,0.0001614908],"genre_scores_gemma":[0.9942185,0.004781586,0.0001757822,0.0001210029,0.0003579573,0.0001332054,0.000004933172,0.0000484367,0.0001586466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04716303,"threshold_uncertainty_score":0.7270737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0113823602032434,"score_gpt":0.2765384299392207,"score_spread":0.2651560697359773,"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."}}