{"id":"W3089279818","doi":"10.1038/s41391-020-00283-3","title":"KLK3 and TMPRSS2 for molecular lymph-node staging in prostate cancer patients undergoing radical prostatectomy","year":2020,"lang":"en","type":"article","venue":"Prostate Cancer and Prostatic Diseases","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Urology; TMPRSS2; Biochemical recurrence; Lymph node; Prostate-specific antigen; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001583942,0.0005460411,0.0007721729,0.0002104925,0.0002477979,0.0002027358,0.0001162423,0.00008438643,0.00005294523],"category_scores_gemma":[0.0002542016,0.0004521688,0.0001131748,0.0005140761,0.0004261113,0.0003860757,0.0001618243,0.0002669717,0.00000276108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003178079,"about_ca_system_score_gemma":0.001147334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002201566,"about_ca_topic_score_gemma":0.0000207103,"domain_scores_codex":[0.9966046,0.00008803394,0.000624073,0.001085168,0.0005617017,0.001036418],"domain_scores_gemma":[0.9981289,0.0002204113,0.0001815563,0.0002114023,0.0002821459,0.0009755656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007200752,0.0004048437,0.9276268,0.007396397,0.0002862081,0.0001929222,0.004467831,0.00008029598,0.001125441,0.0001426373,0.0004655687,0.05061024],"study_design_scores_gemma":[0.1327317,0.005537724,0.7964475,0.007998373,0.002265471,0.00002981736,0.004709707,0.0132033,0.01572558,0.007098138,0.01073616,0.003516644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529477,0.0289665,0.00005185759,0.009345432,0.0001192799,0.005930175,0.002411708,0.0001340521,0.00009326477],"genre_scores_gemma":[0.9766764,0.01524219,0.0005624801,0.002555396,0.00009771246,0.003866352,0.0005422571,0.000132732,0.0003244742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1311794,"threshold_uncertainty_score":0.999793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730709154303887,"score_gpt":0.3112672627488445,"score_spread":0.2939601712058056,"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."}}