{"id":"W2790987252","doi":"10.1002/pros.23491","title":"Extent of lymph node dissection improves survival in prostate cancer patients treated with radical prostatectomy without lymph node invasion","year":2018,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Prostatectomy; Medicine; Lymph node; Prostate cancer; Percentile; Urology; Stage (stratigraphy); Dissection (medical); Logistic regression; Proportional hazards model; Gynecology; Cancer; Internal medicine; Surgery; Mathematics","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":[0.0003655355,0.0004740335,0.0006937208,0.0001906887,0.0001932316,0.00004776272,0.0001655244,0.00008982016,0.00004318982],"category_scores_gemma":[0.00005372844,0.0002687323,0.0001045138,0.0006595992,0.0006274363,0.0002232723,0.0001065715,0.0002016382,0.00001873138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006509524,"about_ca_system_score_gemma":0.000411322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002764069,"about_ca_topic_score_gemma":0.0002876203,"domain_scores_codex":[0.997115,0.0001570433,0.0006826507,0.00069601,0.0006430636,0.0007063032],"domain_scores_gemma":[0.9982675,0.00007313638,0.0003947825,0.0005691835,0.0004729488,0.0002224564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007878459,0.001353086,0.9674379,0.0003034082,0.000217447,0.00003752578,0.002156112,0.00002927628,0.009451801,0.00002081775,0.00004008524,0.01107403],"study_design_scores_gemma":[0.0142924,0.001741033,0.889336,0.001303078,0.000266718,0.00002278078,0.0002317925,0.0004327333,0.09175001,0.000088596,0.0002007475,0.0003341071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945374,0.0004371255,0.00001200896,0.000917229,0.000223075,0.003177546,0.0001999946,0.00009984534,0.0003958473],"genre_scores_gemma":[0.9964809,0.001119552,0.0001667438,0.0002287871,0.000100961,0.001186409,0.0001751236,0.00009594047,0.0004455443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08229821,"threshold_uncertainty_score":0.9999765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308475756227418,"score_gpt":0.2663435036560978,"score_spread":0.2532587460938236,"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."}}