{"id":"W3135875186","doi":"10.3389/fsurg.2021.612813","title":"Inverse Stage Migration in Radical Prostatectomy—A Sustaining Phenomenon","year":2021,"lang":"en","type":"article","venue":"Frontiers in Surgery","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Logistic regression; Urology; Stage (stratigraphy); Cohort; Propensity score matching; Internal medicine; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008734238,0.00009919916,0.0001510752,0.0006732666,0.0002886249,0.0005821768,0.0003269943,0.0002480255,0.001399142],"category_scores_gemma":[0.005652222,0.0001173932,0.0002717374,0.001192041,0.0003793491,0.0006538121,0.0005701497,0.0003598136,0.0001924876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003335932,"about_ca_system_score_gemma":0.0006787353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003592247,"about_ca_topic_score_gemma":0.004990316,"domain_scores_codex":[0.9994422,0.0001198874,0.00006308958,0.0001275975,0.0001554675,0.00009174211],"domain_scores_gemma":[0.9963205,0.0006165982,0.002355201,0.0002193857,0.0002853437,0.0002030269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008341253,0.00001318561,0.99154,0.00002397182,0.00002709933,0.0001190762,0.0001429939,0.00008335106,0.0002803444,0.0001196732,0.0001727387,0.007394136],"study_design_scores_gemma":[0.000002001248,0.00006882525,0.9974596,0.00002109588,0.00001553798,0.0006618986,0.0003653497,0.0004460119,0.0001385719,0.0001218541,0.0006947661,0.000004483654],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969981,0.001093989,0.0004696001,0.0003457071,0.00001424088,0.00001191753,0.0002219649,0.00001193161,0.0008325941],"genre_scores_gemma":[0.9992222,0.0002907878,0.0001678753,0.00004424107,0.00001979147,0.000003713817,0.0001543601,0.000003279095,0.00009390206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003592247,"threshold_uncertainty_score":0.007142663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01947874017175364,"score_gpt":0.2577799509650973,"score_spread":0.2383012107933437,"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."}}