{"id":"W2718391319","doi":"10.3390/metabo7030032","title":"Development and Validation of a High-Throughput Mass Spectrometry Based Urine Metabolomic Test for the Detection of Colonic Adenomatous Polyps","year":2017,"lang":"en","type":"article","venue":"Metabolites","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Metabolomics Innovation Centre; University of Alberta","funders":"Mitacs","keywords":"Metabolomics; Urine; Adenomatous polyps; Mass spectrometry; Internal medicine; Medicine; Chromatography; Colorectal cancer; Chemistry; Colonoscopy; Cancer","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":[0.0004240123,0.0001216026,0.0003634021,0.0001391088,0.0002312461,0.00002760678,0.00009662542,0.00006142034,0.00001294002],"category_scores_gemma":[0.0006674107,0.0000881696,0.00007965172,0.0001303461,0.0001096081,0.0000814891,0.00003147324,0.00008216928,9.287239e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003891294,"about_ca_system_score_gemma":0.000102576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002819667,"about_ca_topic_score_gemma":0.00005008355,"domain_scores_codex":[0.9991416,0.00002296757,0.0003014521,0.0001986147,0.0001864885,0.0001489052],"domain_scores_gemma":[0.9988,0.0003089292,0.0003562425,0.0003495871,0.0001431258,0.00004205199],"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":[0.002380334,0.0001198297,0.01256372,0.0002786019,0.0002637571,9.513577e-7,0.000194242,0.00001956363,0.9526761,0.000199166,0.000008012908,0.03129572],"study_design_scores_gemma":[0.001261054,0.0004888985,0.2659342,0.00002681629,0.0003131552,0.000008743152,0.00003868613,0.0007832811,0.7297111,0.00009737418,0.001273837,0.00006277414],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716453,0.004543441,0.02273254,0.0002580295,0.000218398,0.000502064,0.00002192179,0.00002948758,0.00004882724],"genre_scores_gemma":[0.9768912,0.00007673533,0.02270141,0.00001957142,0.0001218568,0.00008499394,0.000007969513,0.00001530572,0.00008094154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2533705,"threshold_uncertainty_score":0.3595452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02066047659329875,"score_gpt":0.2695971835345434,"score_spread":0.2489367069412447,"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."}}