{"id":"W4413105841","doi":"10.1093/noajnl/vdaf123.003","title":"BSBM-03 EXPLORING FACTORS ASSOCIATED WITH BRAIN METASTASES DEVELOPMENT AMONG BREAST CANCER PATIENTS RECEIVING NEOADJUVANT CHEMOTHERAPY","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":"Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Lymphovascular invasion; Breast cancer; Internal medicine; Cumulative incidence; Univariate analysis; Stage (stratigraphy); Oncology; Chemotherapy; Incidence (geometry); Cancer; Retrospective cohort study; Proportional hazards model; Multivariate analysis; Metastasis; Cohort","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002284372,0.0004041162,0.0007439452,0.0002146991,0.0002830439,0.00002428553,0.0001365042,0.0001020841,0.0001570106],"category_scores_gemma":[0.0002822906,0.0002879658,0.0001060736,0.0004896411,0.0001823746,0.0003334841,0.0000626857,0.0003105733,0.000004543331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005531249,"about_ca_system_score_gemma":0.0003927673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005593929,"about_ca_topic_score_gemma":0.0006523114,"domain_scores_codex":[0.9978325,0.0002224753,0.0004524224,0.0006176483,0.0003309425,0.0005439941],"domain_scores_gemma":[0.9982621,0.000842828,0.0002887193,0.0002468614,0.0001886582,0.0001708149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004132562,0.000971973,0.8353665,0.00005112995,0.0007089745,0.00008208502,0.0005402861,0.00008849439,0.0005233754,0.00002372679,0.0006245669,0.1606056],"study_design_scores_gemma":[0.006099261,0.0007506199,0.9389738,0.0004364974,0.0002934233,0.000007634916,0.0004250983,0.00001250343,0.01126249,0.0000253853,0.04143807,0.0002751713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943589,0.0008076174,0.0001153034,0.002564504,0.0006440042,0.0007545721,0.00007641267,0.0001510694,0.0005276254],"genre_scores_gemma":[0.9953873,0.0005019786,0.0008542565,0.002402174,0.00005070632,0.0004004462,0.0001401873,0.00004794823,0.0002149818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1603304,"threshold_uncertainty_score":0.9999573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02981262677728264,"score_gpt":0.3016743328955186,"score_spread":0.271861706118236,"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."}}