{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003994668,0.0002152111,0.0006334511,0.0002490668,0.00003843348,0.000009628207,0.00007570125,0.0000808417,0.00001265991],"category_scores_gemma":[0.0008349906,0.0001357211,0.0001017915,0.0006921494,0.0002515032,0.0001035184,0.00005185122,0.0002591181,9.3534e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004233544,"about_ca_system_score_gemma":0.0007724067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006122185,"about_ca_topic_score_gemma":0.00009726246,"domain_scores_codex":[0.9980698,0.000215796,0.0005863041,0.0003822963,0.0004240562,0.0003217723],"domain_scores_gemma":[0.9982959,0.0006123892,0.0004617073,0.0003744439,0.0001697612,0.00008581838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002043197,0.0006282842,0.9870296,0.0003181874,0.0001635399,0.00009024716,0.0005202875,0.001513327,0.00004384056,0.000003577315,0.0005224792,0.007123495],"study_design_scores_gemma":[0.003243649,0.0001801675,0.979879,0.005363259,0.00008977058,0.000001433898,0.0002295961,0.00007192182,0.01069168,0.00008315674,0.0000342887,0.0001320724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967153,0.00188228,0.00001408779,0.0002237401,0.0002401727,0.0007152412,0.0001777376,0.00001144515,0.00001998881],"genre_scores_gemma":[0.9912242,0.007967125,0.0003710198,0.000134601,0.00001469714,0.0001942353,0.00005559941,0.00002920106,0.000009344998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01064784,"threshold_uncertainty_score":0.5534547,"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."}}