{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004000825,0.0002800938,0.001937704,0.0005303058,0.00001719001,0.000005087148,0.00007922437,0.0002012428,0.00003169272],"category_scores_gemma":[0.00004161355,0.0002003126,0.0001216339,0.0004126203,0.0001539717,0.00003886043,0.00006312114,0.0001554314,0.000002597092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000529414,"about_ca_system_score_gemma":0.0001178383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005666576,"about_ca_topic_score_gemma":0.00004009555,"domain_scores_codex":[0.998292,0.0003253882,0.0005689863,0.0004057707,0.0001651851,0.000242613],"domain_scores_gemma":[0.9991102,0.0001701798,0.0003454252,0.0002711367,0.00002791989,0.00007514628],"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":[0.0001345853,0.000815105,0.05620321,0.007032755,0.0007552735,0.00008969651,0.00004679244,2.915153e-7,5.490263e-10,0.00002452284,0.0135705,0.9213272],"study_design_scores_gemma":[0.004722071,0.002061296,0.02376544,0.006829188,0.002251317,0.000005153609,0.00004452596,0.000001413317,4.273825e-7,0.00002947784,0.9601295,0.000160164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001112817,0.995712,0.00007279027,0.0001397088,0.0003006387,0.002321912,0.000126507,0.00000730216,0.0002062742],"genre_scores_gemma":[0.00006870437,0.9802151,0.01845714,0.00009523286,0.00002508936,0.0005818189,0.0004554545,0.00003108461,0.00007034165],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.946559,"threshold_uncertainty_score":0.8168513,"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."}}