{"id":"W4386211636","doi":"10.1200/jco.23.00617","title":"Biochemical Recurrence Surrogacy for Clinical Outcomes After Radiotherapy for Adenocarcinoma of the Prostate","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Centre Hospitalier Universitaire de Sherbrooke","funders":"National Cancer Institute; ViewRay","keywords":"Medicine; Radiation therapy; Prostate cancer; Prostate; Adenocarcinoma; Biochemical recurrence; Oncology; Internal medicine; Cancer; Prostatectomy","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":[0.05416971,0.0009893337,0.002667465,0.001590891,0.0002553624,0.002159591,0.001155273,0.0009161556,0.0008445337],"category_scores_gemma":[0.09875188,0.0003534839,0.008687591,0.002336166,0.001012212,0.001183046,0.0011247,0.001866891,0.0000931065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006913765,"about_ca_system_score_gemma":0.000878396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008259293,"about_ca_topic_score_gemma":0.001014853,"domain_scores_codex":[0.9603624,0.03173908,0.002761747,0.002038568,0.002838896,0.0002593732],"domain_scores_gemma":[0.8613775,0.1091172,0.0200487,0.007385866,0.001656209,0.0004144437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03252024,0.0002249866,0.4183171,0.01582148,0.1722883,0.0003324776,0.0003655433,0.02847756,0.001826481,0.003659598,0.001107558,0.3250587],"study_design_scores_gemma":[0.00763432,0.01903555,0.5640072,0.00452972,0.2815202,0.002376948,0.0003196531,0.06394608,0.008020118,0.02908374,0.01909555,0.0004310909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.507492,0.4386365,0.04257172,0.00334815,0.0006888203,0.0005011893,0.002608531,0.0001665669,0.003986477],"genre_scores_gemma":[0.9825397,0.01134545,0.004328795,0.0004900779,0.0002812633,0.0001929361,0.0005212689,0.00001960711,0.0002810426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05416971,"threshold_uncertainty_score":0.2864802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1953171748966815,"score_gpt":0.5228171113928758,"score_spread":0.3274999364961943,"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."}}