{"id":"W4414786640","doi":"10.1093/neuonc/noaf193.347","title":"P11.08.A CLINICAL OUTCOMES AND BIOMARKER SHIFTING OF BREAST CANCER BRAIN METASTASES - A SINGLE INSTITUTION EXPERIENCE","year":2025,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Breast cancer; Univariate analysis; Medical diagnosis; Multivariate analysis; Retrospective cohort study; Disease; Stage (stratigraphy); Biomarker; Cancer; Biopsy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004374589,0.0002771219,0.0002100437,0.0006403762,0.0006766839,0.0007858943,0.0003410222,0.0002712818,0.002908283],"category_scores_gemma":[0.001590337,0.0002278058,0.0002037546,0.0007853968,0.0004261213,0.0003877041,0.000855877,0.0004242405,0.000899863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007350025,"about_ca_system_score_gemma":0.000861831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003350662,"about_ca_topic_score_gemma":0.00513836,"domain_scores_codex":[0.9995203,0.0001016075,0.00004196108,0.000101772,0.00009789367,0.0001364742],"domain_scores_gemma":[0.9986507,0.0001777356,0.0003219938,0.00007056643,0.0001336584,0.0006452847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000258934,0.0003496104,0.9579298,0.00004271871,0.00002538179,0.01364944,0.0007423459,0.00009775641,0.001375393,0.00007940744,0.001013192,0.02443593],"study_design_scores_gemma":[0.00004294323,0.001757723,0.937471,0.00005295306,0.00003583229,0.05244197,0.003117044,0.0005100367,0.001551786,0.0001392133,0.002849089,0.00003040969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985127,0.0001405887,0.0001332373,0.00009669473,0.000007117828,0.00002188313,0.0001102418,0.000008927603,0.0009687352],"genre_scores_gemma":[0.9990921,0.0001452895,0.0001473215,0.00004496711,0.0000152545,0.00001531964,0.0001269025,0.000006529047,0.0004063605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003350662,"threshold_uncertainty_score":0.009729207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06649048133591225,"score_gpt":0.4133993988157317,"score_spread":0.3469089174798195,"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."}}