{"id":"W2125181296","doi":"10.1158/1078-0432.ccr-10-1434","title":"Urine Metabolite Analysis Offers Potential Early Diagnosis of Ovarian and Breast Cancers","year":2010,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":243,"is_retracted":false,"has_abstract":true,"ca_institutions":"Metabolistics (Canada); University of Alberta","funders":"","keywords":"Urine; Metabolite; Medicine; Breast cancer; Internal medicine; Oncology; Cancer","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":[0.001694372,0.0001314722,0.0004562124,0.0002146841,0.0001201142,0.00003234868,0.0002787335,0.0001822756,0.0002314509],"category_scores_gemma":[0.0003999158,0.000111573,0.0002550086,0.0006573136,0.0007028439,0.000004956302,0.0003666957,0.0004832661,0.000002026781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000119936,"about_ca_system_score_gemma":0.0001959174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002993883,"about_ca_topic_score_gemma":0.001985153,"domain_scores_codex":[0.9980969,0.0002050442,0.0004216956,0.0005417453,0.0003423507,0.0003923019],"domain_scores_gemma":[0.9986912,0.0001065547,0.000105918,0.0004687383,0.0004056715,0.0002218917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005445785,0.0001450639,0.8472072,0.00003063817,0.002531463,0.000004842353,0.00002894624,0.00001621404,0.1324819,0.0007250517,0.0009219632,0.01536213],"study_design_scores_gemma":[0.0009072723,0.000287175,0.9596949,0.000004400533,0.0003912642,0.000002363845,0.0000368148,0.00004745967,0.02179947,0.000175814,0.01648811,0.0001649368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956048,0.002512252,0.00005959184,0.0007678279,0.0003033531,0.0001679927,0.0002298398,0.000004436392,0.0003498791],"genre_scores_gemma":[0.9853688,0.0132048,0.0003171219,0.00006203621,0.0005830513,0.00008806802,0.00002503585,0.00001583506,0.0003352051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1124877,"threshold_uncertainty_score":0.4549815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0471323739682425,"score_gpt":0.4264624558984703,"score_spread":0.3793300819302278,"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."}}