{"id":"W3197976653","doi":"10.1002/onco.13965","title":"Treatment Patterns and Outcomes of Women with Symptomatic and Asymptomatic Breast Cancer Brain Metastases: A <scp>Single-Center</scp> Retrospective Study","year":2021,"lang":"en","type":"article","venue":"The Oncologist","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Queen's University; University of Toronto","funders":"","keywords":"Medicine; Breast cancer; Interquartile range; Cancer; Internal medicine; Oncology; Retrospective cohort study; Asymptomatic; Brain metastasis; Radiosurgery; Radiation therapy; Population; Metastasis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000342517,0.0002995243,0.000932832,0.00005999392,0.0001240159,0.00004720298,0.0000661904,0.0000399778,0.0000592736],"category_scores_gemma":[0.0001322943,0.00015024,0.0000641338,0.0001932687,0.000250424,0.00005454888,0.00009288123,0.00009129805,0.000001803989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008549201,"about_ca_system_score_gemma":0.0001655228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008672043,"about_ca_topic_score_gemma":0.00134307,"domain_scores_codex":[0.9983257,0.0003214139,0.000322143,0.0003811559,0.0002872688,0.0003623215],"domain_scores_gemma":[0.9984805,0.0005749686,0.0002261404,0.0004425741,0.0001002303,0.000175614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001067442,0.004381128,0.9801159,0.0001275851,0.003008107,0.0004060727,0.005593114,0.000002281967,0.00007823954,0.00005970427,0.00005863484,0.006062516],"study_design_scores_gemma":[0.008942939,0.006625524,0.9629096,0.0001339822,0.00126879,0.000965402,0.01880097,0.0000318467,0.0001117453,0.0000494995,0.00009022459,0.0000694514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950258,0.0003343783,0.00002206942,0.002634375,0.00004171711,0.001333303,0.0003793337,0.00003939267,0.0001895938],"genre_scores_gemma":[0.9982838,0.0001076043,0.0002875089,0.0003710844,0.00002680206,0.0004368435,0.00001780831,0.00002656772,0.0004419498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01720625,"threshold_uncertainty_score":0.6126609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01984286168476635,"score_gpt":0.2967036262230774,"score_spread":0.276860764538311,"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."}}