{"id":"W2893363212","doi":"10.3389/fonc.2018.00395","title":"Diagnosis and Management of Radiation Necrosis in Patients With Brain Metastases","year":2018,"lang":"en","type":"review","venue":"Frontiers in Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":240,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Radiosurgery; Medicine; Radiation therapy; Pathophysiology; Radiology; 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":[0.0003513644,0.0004148607,0.0007024261,0.001209784,0.0002134536,0.0005649921,0.0004706976,0.000669104,0.001784055],"category_scores_gemma":[0.001234105,0.0001217871,0.0003894561,0.0007247349,0.0003797641,0.0007231182,0.0003592697,0.0009848487,0.0005834003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004164066,"about_ca_system_score_gemma":0.0008808651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001456786,"about_ca_topic_score_gemma":0.002576113,"domain_scores_codex":[0.9998399,0.00003779973,0.00003155113,0.00002657434,0.00005061484,0.00001348331],"domain_scores_gemma":[0.9997177,0.0001549456,0.00005401647,0.000005163307,0.00005558373,0.00001275434],"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":[0.00004424304,0.00003543229,0.0013023,0.01599499,0.00009885848,0.0007687661,0.0001270926,0.0002293042,0.0006169017,0.002608587,0.02579998,0.9523736],"study_design_scores_gemma":[0.00002492235,0.0001054552,0.006447019,0.02425285,0.0003844408,0.01891153,0.0003058923,0.0002040944,0.0007068797,0.004913402,0.9437053,0.00003817265],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002084369,0.9981132,0.0001244413,0.0005568129,0.0001089954,0.000003497245,0.00001467076,0.000003549975,0.0008663948],"genre_scores_gemma":[0.002284559,0.9968429,0.0001986052,0.0002326913,0.0001783264,0.000004426937,0.00003132537,9.179763e-7,0.0002262715],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001784055,"threshold_uncertainty_score":0.005968273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02531474056407782,"score_gpt":0.3309608757821079,"score_spread":0.3056461352180301,"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."}}