{"id":"W4361821352","doi":"10.1158/1055-9965.c.6514944.v1","title":"Data from Feasibility of Identifying Pancreatic Cancer Based on Serum Metabolomics","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Pancreatic cancer; Internal medicine; Gastroenterology; Medicine; Confounding; Glutamine; Diabetes mellitus; Creatine; Group B; Cancer; Receiver operating characteristic; Endocrinology; Chemistry; Biochemistry","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":[0.00149193,0.0004008951,0.0003602885,0.001414048,0.0002044149,0.0008627973,0.0001714571,0.0003872686,0.001542754],"category_scores_gemma":[0.002978178,0.0001544333,0.0004013565,0.001083733,0.0002542613,0.0003162635,0.0004473694,0.0003893579,0.0005222096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002454146,"about_ca_system_score_gemma":0.0002621153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001174834,"about_ca_topic_score_gemma":0.001195116,"domain_scores_codex":[0.9990206,0.0003429974,0.00009694664,0.0002038773,0.0002504734,0.00008511809],"domain_scores_gemma":[0.9981678,0.0006979785,0.0003197806,0.0001810387,0.0004884095,0.000145048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003093025,0.0001607637,0.9131404,0.0001301777,0.0001576712,0.0002677375,0.0001051537,0.0005642278,0.04660484,0.00009695062,0.0006082863,0.03507084],"study_design_scores_gemma":[0.00005608104,0.001107229,0.9477881,0.00002988046,0.0002251068,0.001307341,0.0002859341,0.006239746,0.04076462,0.0002751666,0.001894362,0.00002649851],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.9910111,0.0009632475,0.003313089,0.0002042851,0.00002928026,0.0000588889,0.001954907,0.00009521956,0.002369937],"genre_scores_gemma":[0.9965167,0.0001860577,0.001777856,0.00008339709,0.00001696557,0.0000292371,0.001105412,0.000007965227,0.0002764392],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.001542754,"threshold_uncertainty_score":0.007890224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.389320961171192,"score_gpt":0.4853333391864114,"score_spread":0.09601237801521945,"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."}}