{"id":"W4200233498","doi":"10.3389/fsurg.2021.759070","title":"Influence of Biopsy Gleason Score on the Risk of Lymph Node Invasion in Patients With Intermediate-Risk Prostate Cancer Undergoing Radical Prostatectomy","year":2021,"lang":"en","type":"article","venue":"Frontiers in Surgery","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Lymph node; Urology; Logistic regression; Nomogram; Biopsy; Internal medicine; 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":[0.0004417302,0.000246989,0.0002153646,0.0003530634,0.0001729105,0.0004450094,0.0002617353,0.0003399364,0.001188114],"category_scores_gemma":[0.003394444,0.0001396306,0.0004119641,0.000406669,0.0001879968,0.0002974445,0.0002426598,0.0004449974,0.0001664049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001831531,"about_ca_system_score_gemma":0.0002836575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002694338,"about_ca_topic_score_gemma":0.004923896,"domain_scores_codex":[0.9997024,0.0000914651,0.00003167993,0.00005124576,0.00007296991,0.00005024623],"domain_scores_gemma":[0.9984276,0.0004585197,0.0006528993,0.00005741617,0.0001056701,0.0002978472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008206587,0.000006986423,0.9992071,0.000002612989,0.00002349657,0.00003896677,0.000008016011,0.00004432085,0.00004861565,0.000003448985,0.00002543419,0.0005089762],"study_design_scores_gemma":[0.000003945584,0.00007895269,0.9991624,0.000003679456,0.00002655813,0.0002560806,0.00004697265,0.0003181945,0.00003081535,0.0000125203,0.00005729225,0.00000253563],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991903,0.0003261846,0.00006931009,0.00004747051,0.00000737706,0.000002864577,0.00008837842,0.000002567732,0.0002654774],"genre_scores_gemma":[0.9998004,0.00004167974,0.00002777619,0.000009662817,0.000005624539,0.000001025813,0.00007862488,6.814839e-7,0.0000345664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002694338,"threshold_uncertainty_score":0.005357265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009106911951626476,"score_gpt":0.2196009438673634,"score_spread":0.2104940319157369,"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."}}