{"id":"W4368376981","doi":"10.3390/diagnostics13091614","title":"External Tertiary-Care-Hospital Validation of the Epidemiological SEER-Based Nomogram Predicting Downgrading in High-Risk Prostate Cancer Patients Treated with Radical Prostatectomy","year":2023,"lang":"en","type":"article","venue":"Diagnostics","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Nomogram; Medicine; Prostatectomy; Prostate cancer; Urology; Biopsy; Cohort; Prostate; Epidemiology; Cancer; Oncology; Gynecology; Internal medicine","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":[0.01626324,0.0006191882,0.0006443777,0.001320919,0.0004666369,0.001422558,0.001249673,0.0005632237,0.0009144525],"category_scores_gemma":[0.03770511,0.0002940452,0.000839236,0.001092256,0.0004757328,0.0006199976,0.001800527,0.0006599985,0.0004021142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000984557,"about_ca_system_score_gemma":0.001444395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003434588,"about_ca_topic_score_gemma":0.004127481,"domain_scores_codex":[0.9921569,0.004911186,0.0005775507,0.0009535024,0.001088564,0.0003123539],"domain_scores_gemma":[0.979104,0.007907718,0.003829691,0.004246006,0.004119295,0.0007933105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003305035,0.00008202597,0.9926092,0.00002655978,0.00009959087,0.00006853866,0.0001264077,0.001785179,0.0003823228,0.00006850161,0.0001864749,0.004234663],"study_design_scores_gemma":[0.00008029258,0.000362932,0.9776749,0.00004106697,0.000105703,0.0003658148,0.0001582842,0.01895215,0.001326883,0.0001213954,0.0007923301,0.00001821676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952382,0.000116322,0.00298592,0.00005764375,0.00001486022,0.0001106041,0.0007009032,0.00003289705,0.0007427014],"genre_scores_gemma":[0.9965687,0.00003238557,0.001758816,0.00004543301,0.00001399517,0.0000419246,0.001455118,0.000011879,0.00007171698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01626324,"threshold_uncertainty_score":0.08600932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009503076835063677,"score_gpt":0.2592367478918374,"score_spread":0.2497336710567737,"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."}}