{"id":"W4298124784","doi":"10.1093/noajnl/vdac154","title":"PD-L1 expression in breast cancer brain metastases","year":2022,"lang":"en","type":"article","venue":"Neuro-Oncology Advances","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Health Sciences Centre; Sunnybrook Health Science Centre; Statistics Canada; University of Toronto","funders":"Eli Lilly and Company","keywords":"Medicine; Breast cancer; Immunohistochemistry; Immunotherapy; Oncology; Internal medicine; Cancer; Estrogen receptor; Biomarker; Progesterone receptor; Cohort; Progression-free survival; Chemotherapy; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003078973,0.0002003738,0.000467927,0.0001786837,0.0002050128,0.00000633636,0.0001301942,0.00004477184,0.002709796],"category_scores_gemma":[0.00008438779,0.0001646731,0.0001080485,0.0003459862,0.0001067256,0.0001390366,0.0001731402,0.0004193895,0.00001443048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002668167,"about_ca_system_score_gemma":0.0002096223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007131266,"about_ca_topic_score_gemma":0.0001022578,"domain_scores_codex":[0.998049,0.0005055494,0.0003043681,0.0004779635,0.0002930509,0.0003701224],"domain_scores_gemma":[0.9988564,0.0005701428,0.0001404613,0.0002758756,0.00003089426,0.0001261781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008026724,0.005873047,0.239022,0.000233638,0.0002602709,0.01035506,0.0009605268,0.006414659,0.2521056,0.0008239542,0.06637383,0.4095506],"study_design_scores_gemma":[0.005564312,0.001465542,0.04804663,0.00003990068,0.0001346302,0.001405253,0.0008147044,0.00007474754,0.006873417,0.000343751,0.9350168,0.0002203743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913053,0.01648536,0.0000802416,0.06407255,0.001709803,0.001239671,0.0008032039,0.0001612523,0.0023949],"genre_scores_gemma":[0.9817012,0.001178364,0.001774139,0.01371031,0.0001993669,0.0009803171,0.00009194561,0.00004105318,0.0003233007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8686429,"threshold_uncertainty_score":0.9982018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174886950910292,"score_gpt":0.3330566637119646,"score_spread":0.3155679686209354,"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."}}