{"id":"W3137780436","doi":"","title":"Brain Metastasis from Breast Cancer: risk factors and radiotherapy perspective from a tertiary Middle Eastern facility.","year":2021,"lang":"en","type":"article","venue":"PubMed","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Brain metastasis; Breast cancer; Oncology; Internal medicine; Radiation therapy; Metastasis; Cancer; Lung cancer; Triple-negative breast cancer","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":[0.0001459078,0.0002975994,0.0005552789,0.0000625396,0.0000962351,0.00006091732,0.00006671127,0.00008469493,0.0008075889],"category_scores_gemma":[0.000106213,0.0002236392,0.0002135981,0.0001540084,0.0001186251,0.0001079947,0.00005335773,0.0002038698,0.000007330101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003016135,"about_ca_system_score_gemma":0.00008207946,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03809009,"about_ca_topic_score_gemma":0.001260091,"domain_scores_codex":[0.9981565,0.0002490958,0.0002382578,0.0006878283,0.000278092,0.0003902234],"domain_scores_gemma":[0.9986803,0.0003027125,0.0001018196,0.0004387414,0.00009854735,0.0003778943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002906465,0.0003797424,0.7873631,0.00001505087,0.003213751,0.0001879062,0.00259142,0.000002555294,0.0001173233,0.00001089184,0.0004647512,0.2053629],"study_design_scores_gemma":[0.003348696,0.0000308961,0.9872718,0.00002490544,0.0008116079,0.00003176462,0.003358732,0.00005741341,0.001239587,0.0002697445,0.003349548,0.0002052989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953934,0.02151311,0.0003081445,0.008449759,0.0001777974,0.0006701036,0.01480214,0.00006345762,0.00008156085],"genre_scores_gemma":[0.9955989,0.001152044,0.0006760507,0.001027574,0.0002071794,0.0004726478,0.0004232204,0.00002925217,0.0004131608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2051576,"threshold_uncertainty_score":0.9683154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02683514977546368,"score_gpt":0.2496023707052053,"score_spread":0.2227672209297416,"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."}}