{"id":"W2790076865","doi":"10.1016/j.jmir.2018.01.002","title":"Personalising Prostate Radiotherapy in the Era of Precision Medicine: A Review","year":2018,"lang":"en","type":"review","venue":"Journal of medical imaging and radiation sciences","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Cancer Foundation; Alberta Health Services","funders":"","keywords":"Prostate cancer; Medicine; Precision medicine; Radiation therapy; Prostate; Personalized medicine; Intensive care medicine; Cancer; Oncology; Radiation oncology; Internal medicine; Bioinformatics; Pathology","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":[0.00102114,0.000825,0.001837342,0.002879028,0.0003255112,0.001536968,0.001095152,0.001669811,0.004215436],"category_scores_gemma":[0.002514642,0.0004025384,0.001130531,0.002883985,0.0005767557,0.001979142,0.0008874281,0.001647959,0.0006881439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000661595,"about_ca_system_score_gemma":0.001883095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001788422,"about_ca_topic_score_gemma":0.00415245,"domain_scores_codex":[0.9995559,0.000102373,0.0000962363,0.00007874747,0.000137048,0.00002966636],"domain_scores_gemma":[0.9984134,0.001116274,0.0002323247,0.00002161268,0.0001697278,0.00004659603],"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":[0.0001049809,0.00007847049,0.0005229798,0.1358805,0.0006180623,0.0003269426,0.0001723353,0.0004743765,0.0006917693,0.002333186,0.02191049,0.8368858],"study_design_scores_gemma":[0.00006521645,0.0001861755,0.002870848,0.06986913,0.001917107,0.003554409,0.000302436,0.0001842316,0.0003818974,0.002380882,0.9182106,0.00007703336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003902522,0.9996206,0.00002672528,0.0001249095,0.00004861068,0.00000210114,0.000007741522,0.00000123747,0.000128941],"genre_scores_gemma":[0.0003156025,0.9993771,0.00006597142,0.0001224577,0.00006219171,0.00000192905,0.00000666432,3.055555e-7,0.00004794038],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004215436,"threshold_uncertainty_score":0.0141021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07497786157442986,"score_gpt":0.4762117501744789,"score_spread":0.401233888600049,"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."}}