{"id":"W2514715491","doi":"10.1038/bjc.2016.243","title":"A validated metabolomic signature for colorectal cancer: exploration of the clinical value of metabolomics","year":2016,"lang":"en","type":"article","venue":"British Journal of Cancer","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":137,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"Alberta Cancer Foundation; University of Calgary","keywords":"Metabolomics; Colorectal cancer; Receiver operating characteristic; Medicine; Biomarker; Internal medicine; Stage (stratigraphy); Oncology; Cancer; Adenoma; Bioinformatics; Biology","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":[0.0006913415,0.0001159029,0.0005035363,0.00004065244,0.00005168443,0.00001009922,0.0002813867,0.0001497812,0.00003099282],"category_scores_gemma":[0.0004998005,0.00007674422,0.0004361579,0.0001271547,0.0001942115,0.0000183102,0.00007897989,0.0001180117,9.257317e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001967621,"about_ca_system_score_gemma":0.0003413789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006899428,"about_ca_topic_score_gemma":0.0003674843,"domain_scores_codex":[0.9985806,0.0001403925,0.000748788,0.0001742071,0.0001914706,0.0001645837],"domain_scores_gemma":[0.998053,0.00006637099,0.001016938,0.0001320225,0.000681872,0.00004978396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006205387,0.00008150651,0.003757993,0.00002463669,0.0007657093,8.817789e-7,0.00001692666,0.00008106416,0.9492181,0.0002844014,0.003958213,0.04119007],"study_design_scores_gemma":[0.002195839,0.0003182145,0.01756591,0.0001401042,0.0003705119,0.00002402893,0.00003840638,0.000005617827,0.9283566,0.0006035543,0.05025713,0.0001240462],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451756,0.04967614,0.002598759,0.0005981178,0.001147344,0.0002360204,0.0005370532,0.000001527425,0.00002943752],"genre_scores_gemma":[0.9345284,0.06342865,0.001179093,0.00009457726,0.0005214877,0.0000277476,0.000004420919,0.00001904611,0.00019658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04629892,"threshold_uncertainty_score":0.3129538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.023198479378308,"score_gpt":0.3248935800824965,"score_spread":0.3016951007041885,"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."}}