{"id":"W4294636757","doi":"10.3389/fonc.2022.962897","title":"Adaptive magnetic resonance image guided radiation for intact localized prostate cancer how to optimally test a rapidly emerging technology","year":2022,"lang":"en","type":"review","venue":"Frontiers in Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; University of Toronto","funders":"Cancer Research UK","keywords":"Prostate cancer; Medicine; Clinical trial; Medical physics; Magnetic resonance imaging; Prostate; Radiation therapy; Randomized controlled trial; Cancer; Management of prostate cancer; Radiology; Pathology; 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":[0.01867657,0.0006488609,0.001453933,0.001472772,0.0003823595,0.003693093,0.0008786781,0.002058106,0.004867732],"category_scores_gemma":[0.04092455,0.0002715326,0.001533858,0.000747261,0.00150001,0.00327626,0.0009546893,0.001638375,0.001171205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001174733,"about_ca_system_score_gemma":0.004101686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003504829,"about_ca_topic_score_gemma":0.0007842421,"domain_scores_codex":[0.9884083,0.00734732,0.001397556,0.0006199733,0.001968188,0.0002587019],"domain_scores_gemma":[0.9765595,0.015865,0.003662045,0.001060185,0.002047177,0.0008061008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00446064,0.0007570872,0.007115297,0.02662205,0.001190936,0.0002740349,0.0003346945,0.001153524,0.008117002,0.01393197,0.01532901,0.9207137],"study_design_scores_gemma":[0.008180616,0.04208416,0.02760074,0.1437696,0.01083862,0.003619591,0.002866127,0.004702173,0.03071477,0.09761352,0.627516,0.0004939963],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05286736,0.8018722,0.03971738,0.06352008,0.005275615,0.005626738,0.0007599038,0.0003301405,0.03003055],"genre_scores_gemma":[0.304559,0.4357277,0.1838904,0.05611597,0.007152078,0.005861427,0.0006968198,0.0001791463,0.005817488],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01867657,"threshold_uncertainty_score":0.09877229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03222979887117844,"score_gpt":0.3561469081412051,"score_spread":0.3239171092700266,"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."}}