{"id":"W2949829930","doi":"10.1016/j.brachy.2019.04.115","title":"MRI-Guided Focal Salvage HDR Brachytherapy for Locally Recurrent Prostate Cancer","year":2019,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Brachytherapy; Prostate cancer; Salvage therapy; Androgen deprivation therapy; External beam radiotherapy; Radiation therapy; Radiology; Cancer; Oncology; Internal medicine; Chemotherapy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002619659,0.0004666931,0.0007548074,0.0001287877,0.0001196813,0.00006725453,0.0001526758,0.0001663412,0.0008311712],"category_scores_gemma":[0.00001546844,0.0003693892,0.000374493,0.0002646553,0.00007805722,0.0001884516,0.0000261823,0.0002383794,0.0001544345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004306473,"about_ca_system_score_gemma":0.0004320783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009443513,"about_ca_topic_score_gemma":0.00006775161,"domain_scores_codex":[0.9974091,0.00005472841,0.0005641574,0.000819332,0.0004156812,0.0007369873],"domain_scores_gemma":[0.9983985,0.0001363705,0.000227638,0.0006611155,0.0002798743,0.0002965481],"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":[0.006513066,0.001823214,0.2406831,0.0005961714,0.001229277,0.00008338394,0.001655572,0.0001767726,0.009400884,0.001736411,0.05160051,0.6845016],"study_design_scores_gemma":[0.03759874,0.01150837,0.1100704,0.001232814,0.0003019821,0.0001197047,0.0001770981,0.001681777,0.03250827,0.001455369,0.8021065,0.001238987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9487896,0.02404404,0.001175901,0.01455394,0.001820648,0.007871796,0.0003097248,0.0002945542,0.00113981],"genre_scores_gemma":[0.9400954,0.02769873,0.004348649,0.01349121,0.001161015,0.00490396,0.0004091261,0.0002903609,0.007601511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.750506,"threshold_uncertainty_score":0.9998758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02308539434567538,"score_gpt":0.3256386463936369,"score_spread":0.3025532520479616,"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."}}