{"id":"W4411085240","doi":"10.1200/po-24-00705","title":"Cross-Comparison Individual Patient-Level Analysis of Three Gene Expression Signatures in Localized Prostate in Over 50,000 Men","year":2025,"lang":"en","type":"article","venue":"JCO Precision Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"National Cancer Institute","keywords":"Prostate cancer; Correlation; Medicine; Logistic regression; Oncology; Internal medicine; Prostate; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002034259,0.0002279313,0.0004683683,0.0005678729,0.0003054625,0.0004821208,0.0002749119,0.0003936388,0.0007615333],"category_scores_gemma":[0.003644508,0.000208419,0.0004528972,0.0004783096,0.0003647602,0.0002879701,0.0005260234,0.0003498142,0.0002179435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002839567,"about_ca_system_score_gemma":0.0001474406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001361853,"about_ca_topic_score_gemma":0.001760546,"domain_scores_codex":[0.9987507,0.0004188583,0.00006447274,0.0005196648,0.0001671898,0.00007913918],"domain_scores_gemma":[0.9977248,0.0009977832,0.0004237348,0.0004579495,0.0002196335,0.0001759634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005043557,0.00005026582,0.9927003,0.00001445894,0.0003459492,0.00006526673,0.0001234952,0.0005531527,0.00198158,0.00003312076,0.0001101704,0.003517869],"study_design_scores_gemma":[0.00001471555,0.0003458535,0.9961152,0.000002163282,0.0001196521,0.0002667395,0.0001048796,0.002128867,0.0006129576,0.00005766006,0.0002228577,0.0000084391],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994955,0.00006766439,0.0002299906,0.000006449421,0.000002283919,0.000004465603,0.0001226174,0.000005196578,0.00006590303],"genre_scores_gemma":[0.9994428,0.00001629892,0.0001220874,0.000009482057,0.00000393716,0.000005897422,0.0003351155,0.000002806529,0.00006171843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002034259,"threshold_uncertainty_score":0.01075834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03672518077381527,"score_gpt":0.3803865917379292,"score_spread":0.3436614109641139,"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."}}