{"id":"W4384070077","doi":"10.1093/noajnl/vdad071.032","title":"HER2-LOW BREAST CANCER BRAIN METASTASES: INCIDENCE AND TREATMENT IMPLICATIONS","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Trastuzumab; Oncology; Breast cancer; Immunohistochemistry; Internal medicine; Incidence (geometry); Cohort; Cancer; Stage (stratigraphy); Retrospective cohort study; Gynecology","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":[0.0001570811,0.0002316969,0.0004408809,0.0001372409,0.0001998558,0.00001518399,0.00007595067,0.00007016526,0.0001587404],"category_scores_gemma":[0.0001030639,0.0001719743,0.00009429253,0.0004305558,0.0002201565,0.0001508589,0.00006069606,0.0001187768,0.00007965283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001829327,"about_ca_system_score_gemma":0.0002173891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001495321,"about_ca_topic_score_gemma":0.0005015775,"domain_scores_codex":[0.998583,0.0001508546,0.0002521351,0.0005143124,0.0001340258,0.0003657113],"domain_scores_gemma":[0.99844,0.0008305192,0.0001112354,0.0003329921,0.00006736732,0.0002178985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004653852,0.0009012855,0.1733647,0.0001034349,0.0004132869,0.0009470501,0.0004240904,0.0002072907,0.01667227,0.001346659,0.0087049,0.7964497],"study_design_scores_gemma":[0.004591323,0.002443187,0.5068601,0.00007412321,0.0005948324,0.001744777,0.0004505227,0.0001445356,0.002645313,0.0009031259,0.4792515,0.0002965878],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8897766,0.00448748,0.00008093634,0.1022746,0.0004133499,0.00116816,0.0007805785,0.0003300798,0.0006881237],"genre_scores_gemma":[0.9745674,0.01533593,0.001535388,0.006258962,0.0002801335,0.001211532,0.0001521523,0.00004774556,0.0006107143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7961531,"threshold_uncertainty_score":0.7012907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02470365732554824,"score_gpt":0.3600264539926832,"score_spread":0.3353227966671349,"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."}}