{"id":"W2800378983","doi":"10.21037/tau.2018.04.01","title":"Beyond the Gleason score: the prognostic significance of prostate cancer subtypes","year":2018,"lang":"en","type":"article","venue":"Translational Andrology and Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Prostate cancer; Clinical significance; Audience measurement; Clinical Practice; Subject (documents); Medicine; Prostate; Cancer; Oncology; Internal medicine; Computer science; Family medicine; Library science; Political science","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":[0.000146682,0.00009651615,0.0001729293,0.00002359714,0.0001542301,0.000003510087,0.00005532154,0.00007146079,0.0001811829],"category_scores_gemma":[0.00001551284,0.00004799321,0.00003748828,0.00009164163,0.001067619,0.00002542671,0.000009596224,0.0001185606,0.000005681012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004759669,"about_ca_system_score_gemma":0.0001092863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006291314,"about_ca_topic_score_gemma":0.0001877329,"domain_scores_codex":[0.999323,0.00007337042,0.0001600025,0.0001871611,0.00008567661,0.0001707898],"domain_scores_gemma":[0.9993765,0.0003095079,0.00006510193,0.0001138601,0.00009940683,0.00003562678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00141138,0.0001094956,0.9758337,0.00003179891,0.0001957809,0.000007783076,0.0009824382,0.0000287428,0.0006608025,0.009378587,0.0005156505,0.01084388],"study_design_scores_gemma":[0.001250912,0.001600207,0.9733918,0.000009823376,0.0002943772,0.0000803029,0.00001425493,0.0002281219,0.001460092,0.01224346,0.009367594,0.00005899911],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9278623,0.0118565,0.00004149566,0.05884912,0.0001398306,0.0005999311,0.00004542269,0.00001091557,0.0005945126],"genre_scores_gemma":[0.9957677,0.0009267051,0.0000449449,0.00279614,0.0001531329,0.0001943793,0.00001909599,0.00000676039,0.00009116279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0679054,"threshold_uncertainty_score":0.3933688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0159872695340612,"score_gpt":0.2662627920099435,"score_spread":0.2502755224758823,"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."}}