{"id":"W2942148454","doi":"10.1097/rmr.0000000000000200","title":"Advanced Neuroimaging for Advanced Radiation Therapy","year":2019,"lang":"en","type":"editorial","venue":"Topics in Magnetic Resonance Imaging","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiation oncology; Medical physics; Modalities; Medicine; Radiation therapy; Neuroimaging; Medical imaging; Radiation Therapist; Radiology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002813587,0.0005812353,0.0007086861,0.0002394225,0.0001083871,0.0001230975,0.0006516927,0.0001685437,0.000136278],"category_scores_gemma":[0.0001210157,0.0006386695,0.0002065253,0.0002533117,0.00008976141,0.0004086709,0.00007174453,0.0009122442,0.000004573524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002187772,"about_ca_system_score_gemma":0.00024246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005632937,"about_ca_topic_score_gemma":0.000002044352,"domain_scores_codex":[0.9970966,0.00008044717,0.0006586819,0.0009808233,0.0004515277,0.0007319392],"domain_scores_gemma":[0.9978325,0.0006892059,0.0003885969,0.0008328125,0.0001970975,0.00005973657],"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":[0.00009323665,0.00004641413,0.003891094,0.0000451831,0.000005187339,0.000002779388,0.0001105382,0.0001156223,0.0003897604,0.0005235031,0.1059006,0.888876],"study_design_scores_gemma":[0.002877956,0.0001152976,0.0004913936,0.0002239031,0.000009282835,3.04007e-7,0.00002341859,0.002545858,0.0005229817,0.004845269,0.9877021,0.0006421999],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001325004,0.1057353,0.07555979,0.0008771956,0.8018718,0.006124531,0.0005239377,0.000494692,0.007487698],"genre_scores_gemma":[0.001456791,0.008009547,0.1251473,0.0004564136,0.8461118,0.002462093,0.0009576058,0.0006639331,0.01473456],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.8882338,"threshold_uncertainty_score":0.9996064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00607297287543049,"score_gpt":0.2907950833794616,"score_spread":0.2847221105040311,"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."}}