{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020104,0.0001330558,0.0002199542,0.0005308628,0.0001673704,0.0003420116,0.0001613957,0.000162379,0.001060026],"category_scores_gemma":[0.0007746521,0.00009664278,0.00008996174,0.0003627417,0.0001317601,0.0001334708,0.0001706278,0.0002226984,0.0002204625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003043688,"about_ca_system_score_gemma":0.0001836271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001359458,"about_ca_topic_score_gemma":0.001526594,"domain_scores_codex":[0.9998924,0.0000192071,0.00001012742,0.00003030781,0.00002553323,0.0000224642],"domain_scores_gemma":[0.999638,0.00005116949,0.0001966042,0.00001150922,0.00004614489,0.00005655845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006978989,0.00004781195,0.97974,0.00004093631,0.00002354454,0.0008539475,0.00002816993,0.0001082009,0.009469282,0.00003546799,0.0003748116,0.008579927],"study_design_scores_gemma":[0.00002713245,0.0002369774,0.9921471,0.00001001787,0.00002069426,0.004214753,0.00007477471,0.0006096872,0.002081075,0.00005666004,0.0005170927,0.000004069331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985281,0.0005622449,0.00008736101,0.00003574166,0.000003019298,0.000006760313,0.0002509516,0.000006195086,0.0005195449],"genre_scores_gemma":[0.9995154,0.0001100251,0.00007680889,0.00001769517,0.000007764299,0.000006313029,0.0001719784,0.000001095125,0.00009298345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001359458,"threshold_uncertainty_score":0.003546178,"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."}}