{"id":"W2903178053","doi":"10.1371/journal.pone.0207933","title":"Detectability of radiation-induced changes in magnetic resonance biomarkers following stereotactic radiosurgery: A pilot study","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre; University Health Network","funders":"Ontario Institute for Cancer Research; Natural Sciences and Engineering Research Council of Canada; Fondation Brain Canada","keywords":"Radiosurgery; Magnetic resonance imaging; Nuclear magnetic resonance; Medicine; Nuclear medicine; Physics; Radiology; Radiation therapy","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005997389,0.0001399974,0.0004891018,0.0001775954,0.00004011907,0.000007759772,0.00005878399,0.00002683254,0.0001290037],"category_scores_gemma":[0.000392843,0.0001232255,0.00005090894,0.0004285491,0.00003793785,0.0000463767,0.00002665226,0.0000809261,0.00001176994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001177352,"about_ca_system_score_gemma":0.00006207664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004240536,"about_ca_topic_score_gemma":0.0007395808,"domain_scores_codex":[0.9986119,0.0001871465,0.000295083,0.0003033048,0.0003713664,0.0002312557],"domain_scores_gemma":[0.9990992,0.0002362245,0.000087577,0.0004329339,0.00005828797,0.00008579429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009105928,0.01838341,0.9004146,0.0001344742,0.000597692,0.00009343001,0.0008528319,1.715195e-8,0.04665668,0.000002419999,0.000008440868,0.03194541],"study_design_scores_gemma":[0.004813782,0.01884494,0.9192852,0.0002901782,0.0006101083,0.000003166106,0.0002884178,0.00007757766,0.05563242,0.00001706547,0.00001517407,0.0001219183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967491,0.001338484,9.33523e-7,0.0003916061,0.00006279015,0.001316468,0.00000779828,0.00002861536,0.0001042144],"genre_scores_gemma":[0.9991134,0.00002490995,0.0005455593,0.00006906436,0.00006852873,0.0001158435,0.000004200889,0.00001978808,0.00003867621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03182349,"threshold_uncertainty_score":0.5024991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.071649589461247,"score_gpt":0.279913106981457,"score_spread":0.2082635175202101,"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."}}