{"id":"W2273808592","doi":"10.1093/neuonc/nov102","title":"Controversies in neuro-oncology: role of whole-brain radiation therapy in the treatment of newly diagnosed brain metastases","year":2015,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Radiation therapy; Radiation oncology; Oncology; Internal medicine; Brain tumor; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03763616,0.0008798481,0.002537627,0.002097963,0.002109527,0.004607806,0.004109711,0.008590394,0.005008618],"category_scores_gemma":[0.07541951,0.0004150569,0.001647414,0.002576453,0.008721136,0.009909454,0.002815229,0.01920753,0.001677282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00536163,"about_ca_system_score_gemma":0.007568217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005859703,"about_ca_topic_score_gemma":0.009856043,"domain_scores_codex":[0.9878763,0.006021769,0.001921263,0.001313252,0.002526041,0.0003412954],"domain_scores_gemma":[0.8734243,0.09912445,0.005033827,0.00242836,0.01756664,0.002422431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007068987,0.0001794771,0.002111232,0.009130082,0.0006115266,0.0004217862,0.0008343103,0.0008077649,0.0005321123,0.04788661,0.2290823,0.7076958],"study_design_scores_gemma":[0.0003056541,0.0003961838,0.003288732,0.01922651,0.000768467,0.0009802856,0.001334404,0.0005163653,0.000563081,0.05237035,0.9201151,0.0001348822],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008199681,0.544345,0.0006422985,0.4393035,0.01163347,0.00001902497,0.00008409137,0.00002317447,0.003129497],"genre_scores_gemma":[0.02874623,0.5926829,0.001856256,0.2824479,0.09297971,0.0001096349,0.0001328105,0.00006272276,0.0009818005],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03763616,"threshold_uncertainty_score":0.1990414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03442159408702881,"score_gpt":0.3224086690616717,"score_spread":0.2879870749746429,"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."}}