{"id":"W3167566434","doi":"10.1002/pros.24145","title":"Seminal plasma metabolomics reveals lysine and serine dysregulation as unique features distinguishing between prostate cancer tumors of Gleason grades 6 and 7","year":2021,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Prostate Cancer Canada; Rockyview General Hospital; University of Calgary","funders":"","keywords":"Prostate cancer; Medicine; Prostate; Biopsy; Internal medicine; Cancer; Oncology; Pathology","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":[0.0002800728,0.0002149571,0.0004795199,0.00004640004,0.0001356265,0.00005804645,0.00004726247,0.00004882805,0.00001087363],"category_scores_gemma":[0.0001557253,0.0001449726,0.0000471126,0.0002201907,0.0001761917,0.0001062024,0.000107011,0.0001744978,5.281082e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007054077,"about_ca_system_score_gemma":0.0001318548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005281102,"about_ca_topic_score_gemma":0.0001012611,"domain_scores_codex":[0.9988184,0.00008461723,0.000314891,0.0003289677,0.0002017623,0.0002513796],"domain_scores_gemma":[0.9990687,0.0001537597,0.0002283012,0.0002297193,0.0001961696,0.0001233716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008030313,0.0001387014,0.8923298,0.001191486,0.0005990188,0.0001370481,0.006523146,0.0000689545,0.0317007,0.00129919,0.0003916301,0.06481729],"study_design_scores_gemma":[0.001990285,0.000364772,0.8039381,0.001082657,0.000685463,0.0001693987,0.000502308,0.0000817221,0.1866414,0.002704402,0.00164062,0.0001988916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816719,0.01031072,0.000004713427,0.006842468,0.00004522796,0.0007151857,0.0002555439,0.00003208288,0.0001221987],"genre_scores_gemma":[0.9903203,0.007251204,0.0008175866,0.0001430366,0.00009738794,0.0001038824,0.0001637582,0.00003130681,0.001071575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1549407,"threshold_uncertainty_score":0.5911809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01381958446225585,"score_gpt":0.2856445946219588,"score_spread":0.271825010159703,"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."}}