{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00439882,0.0008433649,0.0006125908,0.001475121,0.0005226855,0.001077741,0.0007064493,0.001438068,0.0006294256],"category_scores_gemma":[0.005823473,0.0003314489,0.0007128076,0.000562851,0.0007090063,0.000456767,0.0008195341,0.0006944934,0.0004714305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005128031,"about_ca_system_score_gemma":0.00161724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008375527,"about_ca_topic_score_gemma":0.001883296,"domain_scores_codex":[0.9958468,0.001214848,0.0002252056,0.0006723724,0.001914805,0.0001259666],"domain_scores_gemma":[0.9971927,0.0008969385,0.0005092644,0.000254567,0.0009167703,0.0002297811],"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":[0.001808733,0.002344123,0.1711302,0.0004021647,0.0004951945,0.0004722498,0.0001802077,0.005060808,0.742,0.0004279625,0.001283637,0.07439482],"study_design_scores_gemma":[0.0006113537,0.01644157,0.2666742,0.0001792721,0.0006721047,0.004287423,0.0002991374,0.05821145,0.6445567,0.0006819435,0.007210201,0.0001746303],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8715841,0.00220529,0.1165412,0.00101512,0.0002088788,0.002868523,0.0024967,0.00116493,0.001915367],"genre_scores_gemma":[0.8650394,0.0005742008,0.1294756,0.0008178561,0.00009853841,0.0008645374,0.002147867,0.00005046374,0.000931584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00439882,"threshold_uncertainty_score":0.02326345,"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."}}