{"id":"W4200072149","doi":"10.1016/j.adro.2021.100880","title":"Dosimetric Modeling of Lymphopenia in Patients With Metastatic Cancer Receiving Palliative Radiation and PD-1 Immune Checkpoint Inhibitors","year":2021,"lang":"en","type":"article","venue":"Advances in Radiation Oncology","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"National Institute of General Medical Sciences; National Cancer Institute; National Institutes of Health; Astellas Pharma; Regeneron Pharmaceuticals; Adenoid Cystic Carcinoma Research Foundation; Genentech; AstraZeneca; Bristol-Myers Squibb; Gateway for Cancer Research","keywords":"Medicine; Nivolumab; Pembrolizumab; Internal medicine; Oncology; Lung cancer; Cancer; Urology; Gastroenterology; Immunotherapy","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":[0.0003217569,0.0003028735,0.0002895148,0.0003173163,0.0001177863,0.0003619234,0.0003520853,0.0002122969,0.0006108196],"category_scores_gemma":[0.00117948,0.000232889,0.0004567585,0.0002715999,0.0001647923,0.0001606978,0.000265886,0.000201989,0.000107698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000690605,"about_ca_system_score_gemma":0.0003226714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004479551,"about_ca_topic_score_gemma":0.003363411,"domain_scores_codex":[0.9998511,0.00005895161,0.00000878629,0.00003155756,0.00002966092,0.00001980763],"domain_scores_gemma":[0.9997012,0.0001221405,0.000106349,0.00002457178,0.00002886377,0.00001687439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004308012,0.00009491195,0.161294,0.00004638105,0.0001163237,0.0002528247,0.0001008765,0.8085436,0.01490099,0.0003879299,0.0002614484,0.0135698],"study_design_scores_gemma":[0.00003129579,0.0002454061,0.06973535,0.000007224253,0.00004926749,0.0002885327,0.00004840963,0.9238609,0.004635915,0.000468757,0.0006157735,0.00001328851],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984202,0.000220288,0.01462761,0.0000554607,0.000004852294,0.00002522005,0.0002106922,0.00006621231,0.0005875528],"genre_scores_gemma":[0.9980801,0.00004691345,0.001522244,0.00001307535,0.000002218241,0.00001529038,0.0001227865,0.000009130008,0.0001881676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004479551,"threshold_uncertainty_score":0.00890696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086224329414782,"score_gpt":0.3127950190337367,"score_spread":0.3019327757395889,"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."}}