{"id":"W4392383461","doi":"10.1093/neuonc/noad260","title":"Novel radiotherapeutic strategies in the management of brain metastases: Challenging the dogma","year":2024,"lang":"en","type":"review","venue":"Neuro-Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Varian Medical Systems","keywords":"Medicine; Neuroscience; Intensive care medicine; Medical physics; Psychology","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":[0.001381093,0.0004864458,0.001818984,0.0002621531,0.00006290906,0.00004167094,0.0004559755,0.0001963438,0.00007007555],"category_scores_gemma":[0.00002021269,0.0002191969,0.0006663377,0.0006132537,0.0001861222,0.00003371625,0.0001312463,0.000856078,0.00003943462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002302401,"about_ca_system_score_gemma":0.0004163003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003363632,"about_ca_topic_score_gemma":0.00002746059,"domain_scores_codex":[0.9971078,0.0008476957,0.0007867919,0.0005239101,0.0003408128,0.0003929764],"domain_scores_gemma":[0.9974869,0.001320995,0.0002947359,0.0008235996,0.00002201434,0.00005171748],"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":[0.00003023611,0.0005621917,2.191569e-7,0.01909916,0.002359251,0.002073811,0.0006176123,0.000008257296,0.00001285128,0.03054838,0.001177514,0.9435105],"study_design_scores_gemma":[0.0009746568,0.0008247868,0.000003711881,0.003247336,0.008423625,0.001572234,0.00188479,0.00001984668,9.86759e-7,0.0001458753,0.9827619,0.0001402098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009857728,0.9873918,0.0001887376,0.005492769,0.0004591338,0.00259759,0.00007338751,0.00003242129,0.003754323],"genre_scores_gemma":[0.0002145568,0.9964895,0.0007029613,0.001642472,0.0001753089,0.000569173,0.00006345502,0.00007340603,0.00006916638],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9815844,"threshold_uncertainty_score":0.8938591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09528532878963727,"score_gpt":0.4073076194701921,"score_spread":0.3120222906805549,"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."}}