{"id":"W4413856481","doi":"10.1093/noajnl/vdaf166.014","title":"7 POPULATION-BASED PATTERNS OF RADIATION THERAPY USE FOR BRAIN METASTASIS PATIENTS IN BRITISH COLUMBIA FROM 2017-2022","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brain metastasis; Radiation therapy; Medicine; Population; Oncology; Internal medicine; Geography; Metastasis; Environmental health; Cancer","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":[0.0001999931,0.0002010872,0.0002546519,0.001194113,0.0007830943,0.0007571977,0.0006633278,0.0003078299,0.002362152],"category_scores_gemma":[0.0009151001,0.0002066696,0.000302362,0.002522457,0.0002487594,0.0002078201,0.0004608411,0.0005004644,0.0003449257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007633196,"about_ca_system_score_gemma":0.006417263,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9419617,"about_ca_topic_score_gemma":0.969025,"domain_scores_codex":[0.9995425,0.00002856149,0.00003712424,0.00008395632,0.0001550172,0.0001528977],"domain_scores_gemma":[0.9988889,0.00006548311,0.0003040533,0.00003396668,0.0004420121,0.0002656151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000543405,0.00001592515,0.9908538,0.00003329577,0.00003542218,0.00007308124,0.0001428182,0.0001599257,0.0002401039,0.00002412074,0.001998401,0.006368672],"study_design_scores_gemma":[0.000002354409,0.000008084005,0.9985191,0.00001953416,0.000008932191,0.00008121557,0.0003392288,0.0001488657,0.0000489122,0.000006339425,0.0008137128,0.000003646009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837218,0.001095382,0.0001070964,0.0003722532,0.00001278663,0.00002609463,0.01146865,0.00003748464,0.003158505],"genre_scores_gemma":[0.9932417,0.0005850513,0.0001018346,0.0001381944,0.000006369061,0.00002441459,0.004679243,0.00001076969,0.001212427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05803829,"threshold_uncertainty_score":0.1167601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01835782618794661,"score_gpt":0.3110145256685274,"score_spread":0.2926566994805808,"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."}}