{"id":"W3210855075","doi":"10.1016/j.ijrobp.2021.07.190","title":"Impact of High DosE rAdioTherapy (HEAT) in Localized Prostate Cancer: An Individual Patient Data (IPD) Meta-Analysis of 15 Randomized Trials","year":2021,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Prostate cancer; Randomized controlled trial; Radiation therapy; Androgen deprivation therapy; Randomization; Clinical endpoint; Internal medicine; Oncology; Meta-analysis; Cancer; Clinical trial; Urology","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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01921033,0.003631347,0.01120327,0.001813613,0.000696581,0.003223671,0.001805064,0.002509871,0.004090587],"category_scores_gemma":[0.02884845,0.001886272,0.05109885,0.002322421,0.001090712,0.001946343,0.001959392,0.003994985,0.0004259664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001443136,"about_ca_system_score_gemma":0.001082094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004113645,"about_ca_topic_score_gemma":0.006820844,"domain_scores_codex":[0.9773874,0.0161252,0.002371215,0.002575867,0.0009726849,0.0005677689],"domain_scores_gemma":[0.981478,0.0134639,0.002304111,0.001907065,0.0004637838,0.0003831469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.02776488,0.00003641678,0.00455663,0.01040877,0.9523131,0.000052363,0.00003123412,0.001012072,0.0003047878,0.0000846806,0.0002482306,0.003186828],"study_design_scores_gemma":[0.006401098,0.0008187566,0.003359915,0.0005560518,0.9874448,0.00005496428,0.00002351283,0.0003624595,0.0001483408,0.0002895769,0.0005201575,0.00002046303],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2109641,0.772938,0.008490575,0.0008124197,0.00128674,0.0006462164,0.002545773,0.0003632649,0.001952954],"genre_scores_gemma":[0.9539133,0.03940196,0.00309117,0.001066691,0.0003105392,0.0003448914,0.0009967588,0.0001201497,0.0007544606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9887967,"threshold_uncertainty_score":0.1015951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1354713963071008,"score_gpt":0.4664335571853127,"score_spread":0.3309621608782118,"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."}}