{"id":"W2019399253","doi":"10.1245/s10434-012-2686-7","title":"Pancreatic Ductal Adenocarcinoma is Associated with a Distinct Urinary Metabolomic Signature","year":2012,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Metabolomics; Receiver operating characteristic; Pancreatic cancer; Medicine; Internal medicine; OPLS; Malignancy; Area under the curve; Multivariate analysis; Pancreatic ductal adenocarcinoma; Oncology; Adenocarcinoma; Cancer; Bioinformatics; Biology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000226202,0.0004441051,0.0005163835,0.001479926,0.0003598085,0.0009646625,0.0002275511,0.0004979641,0.001037878],"category_scores_gemma":[0.001209987,0.0002643339,0.0004463001,0.001497062,0.0003801339,0.0003566038,0.0005899154,0.0005934035,0.0002160938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002127932,"about_ca_system_score_gemma":0.0002368273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006265574,"about_ca_topic_score_gemma":0.0006862349,"domain_scores_codex":[0.9997386,0.00003941729,0.00003274396,0.00006754795,0.00007441749,0.00004723322],"domain_scores_gemma":[0.9989713,0.0002167895,0.0004247142,0.00007698307,0.00009365556,0.0002166628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002790872,0.0001504176,0.8202246,0.00005340923,0.0002293192,0.0050472,0.0001145116,0.00009374496,0.1605058,0.0001146745,0.0001771294,0.01049834],"study_design_scores_gemma":[0.00001048234,0.000173507,0.9826279,0.000005324897,0.0000885829,0.007591486,0.0001372948,0.0003059127,0.008621113,0.0001525533,0.0002758524,0.00001005887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984165,0.0004527313,0.0002862638,0.00008688217,0.0000150191,0.000003407347,0.0001526242,0.00001950316,0.0005670994],"genre_scores_gemma":[0.9991783,0.0001626011,0.0002623982,0.00003680166,0.00002371333,0.000002555672,0.0001698882,0.000006329464,0.0001573585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001479926,"threshold_uncertainty_score":0.00347203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03240271997392397,"score_gpt":0.3050549552371408,"score_spread":0.2726522352632169,"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."}}