{"id":"W3055846320","doi":"10.1097/jp9.0000000000000055","title":"Serum biomarker CD163 predicts overall survival in patients with pancreatic ductal adenocarcinoma","year":2020,"lang":"en","type":"article","venue":"Journal of Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Gastroenterology; Internal medicine; Medicine; Receiver operating characteristic; Biomarker; CD163; Chemistry","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":[0.0004635955,0.0002633034,0.001554578,0.0003034631,0.00004928159,0.000012951,0.0002202238,0.0002448188,0.0004077581],"category_scores_gemma":[0.0006802055,0.0001836452,0.0001480626,0.0003803417,0.000254541,0.0001674585,0.00007311966,0.0006882448,0.00003820447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001537858,"about_ca_system_score_gemma":0.0006526687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004547236,"about_ca_topic_score_gemma":0.00001511533,"domain_scores_codex":[0.9972689,0.0003502796,0.0008605684,0.000301109,0.000645949,0.0005731917],"domain_scores_gemma":[0.9980528,0.0003391522,0.0004086998,0.0002352207,0.0004021965,0.0005618753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007900816,0.0004168743,0.9867867,0.0001284029,0.0006057608,0.002199793,0.0003906148,0.000002423577,0.0001992518,0.0001394769,0.001010488,0.0002193479],"study_design_scores_gemma":[0.01510707,0.00510619,0.977115,0.0001685625,0.0006137268,0.0008490808,0.0001696301,0.0003377136,0.00003692627,0.00005760196,0.0002840859,0.0001544529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927318,0.0007022202,0.0001782122,0.00399461,0.0001574471,0.0004432851,0.00001511732,0.00001831567,0.001759027],"genre_scores_gemma":[0.9972067,0.0001236737,0.001486701,0.0007328844,0.0002367797,0.000007324298,0.00001381603,0.00003566012,0.0001564291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009671794,"threshold_uncertainty_score":0.7488832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02986474696174036,"score_gpt":0.288364483823325,"score_spread":0.2584997368615846,"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."}}