{"id":"W4361026992","doi":"10.1016/j.semradonc.2023.01.004","title":"Precision Radiation for Brain Metastases With a Focus on Hypofractionated Stereotactic Radiosurgery","year":2023,"lang":"en","type":"review","venue":"Seminars in Radiation Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Radiosurgery; Medicine; Radiation therapy; Neurocognitive; Medical physics; Radiology; Narrative review; Nuclear medicine; Intensive care 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":[0.000434246,0.0008973919,0.00140489,0.002091988,0.0001487741,0.0005602036,0.0007803552,0.0007759272,0.004133903],"category_scores_gemma":[0.0006320604,0.0002530832,0.0006416542,0.001997296,0.0003903197,0.0007697927,0.0005515813,0.001040556,0.00122109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006495707,"about_ca_system_score_gemma":0.0008020041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00116366,"about_ca_topic_score_gemma":0.00310782,"domain_scores_codex":[0.9998761,0.00002605205,0.00001888901,0.00002606363,0.00003820287,0.00001467225],"domain_scores_gemma":[0.9998124,0.00009827114,0.00004121544,0.000007493737,0.0000296691,0.00001094491],"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":[0.0001012851,0.00003980057,0.00009757937,0.02728027,0.0001938178,0.0001577096,0.00003498851,0.0004852717,0.001752398,0.001446595,0.02525605,0.9431543],"study_design_scores_gemma":[0.0001309388,0.0003143681,0.001890501,0.01103016,0.0007963637,0.003358353,0.00004085385,0.0001648874,0.001159016,0.001657914,0.9794164,0.0000403179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009391546,0.9990199,0.00009238857,0.00009693982,0.0001289156,0.000003771235,0.00001177913,0.000004710813,0.0005475849],"genre_scores_gemma":[0.0009493224,0.9980398,0.0001235313,0.000246452,0.0001667875,0.000005471718,0.00002678998,0.000002200109,0.0004396268],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004133903,"threshold_uncertainty_score":0.01382929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06535715482894046,"score_gpt":0.4091934174765371,"score_spread":0.3438362626475966,"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."}}