{"id":"W2946430621","doi":"10.1016/s0167-8140(19)30648-6","title":"SP-0228 Circulating biomarkers tumor immune response","year":2019,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Immune system; Medicine; Immunology","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":[0.000443745,0.0004089162,0.0004450731,0.0007716994,0.000309861,0.0008769759,0.0003470855,0.0007884454,0.007612405],"category_scores_gemma":[0.001745279,0.0002584316,0.0002565782,0.0004396855,0.0002806128,0.0004218452,0.0004254587,0.001358611,0.002394191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002935908,"about_ca_system_score_gemma":0.0003138713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002589443,"about_ca_topic_score_gemma":0.000389677,"domain_scores_codex":[0.9995564,0.0001122456,0.00002418753,0.00008762336,0.0001328528,0.00008669052],"domain_scores_gemma":[0.9992585,0.0001966275,0.0001456107,0.00009102324,0.000123378,0.0001848561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007521066,0.0030984,0.5220897,0.0004321508,0.0008561953,0.001937675,0.0003469205,0.001442458,0.3040322,0.001042234,0.01363973,0.1435614],"study_design_scores_gemma":[0.001190469,0.009573273,0.7653348,0.0001728121,0.0005191028,0.01191551,0.0007705535,0.01075522,0.1592833,0.003956771,0.03643508,0.00009319164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830633,0.00281981,0.001504721,0.0005237133,0.00025264,0.00009233296,0.001177687,0.0002077411,0.01035808],"genre_scores_gemma":[0.9900814,0.0004226419,0.0009721168,0.0003327706,0.0002044443,0.0001144535,0.001624473,0.00003443634,0.006213317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007612405,"threshold_uncertainty_score":0.02546602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433983631552345,"score_gpt":0.3017402543756499,"score_spread":0.2874004180601265,"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."}}