{"id":"W2946904359","doi":"10.1200/jco.2019.37.15_suppl.e15726","title":"Prediction of response to pelareorep plus pembrolizumab in pancreatic ductal adenocarcinoma (PDAC).","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Research and Treatments","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Medicine; Pembrolizumab; Peripheral blood mononuclear cell; Internal medicine; Oncology; Immune system; Gastroenterology; Immunology; Immunotherapy; 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":[0.0006897479,0.0002714731,0.0004452891,0.0004036003,0.0001550403,0.0004136547,0.0002434533,0.0004298835,0.001355477],"category_scores_gemma":[0.0008907001,0.0001154641,0.0002546461,0.0002524425,0.000123128,0.0002278762,0.0001864063,0.0005365988,0.0004464445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003366118,"about_ca_system_score_gemma":0.0001429551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00043787,"about_ca_topic_score_gemma":0.0006281512,"domain_scores_codex":[0.9997372,0.00005976378,0.00002890156,0.00008090266,0.00006057411,0.00003258368],"domain_scores_gemma":[0.9995115,0.0001587813,0.0001312534,0.00002134874,0.00006330985,0.0001138186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01485299,0.0007332736,0.909063,0.0001348214,0.0001407204,0.0002532397,0.00007810943,0.001394608,0.02346595,0.00002397867,0.0008305716,0.04902877],"study_design_scores_gemma":[0.0002906461,0.0058515,0.9750516,0.00002499916,0.0001293537,0.001260574,0.000104402,0.006332419,0.008974482,0.00004942126,0.001917615,0.00001290445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977558,0.0008465222,0.0002588349,0.00006461307,0.00001413418,0.00005195482,0.0002971932,0.00001734165,0.0006935669],"genre_scores_gemma":[0.9984124,0.0001956098,0.0003867696,0.00003338093,0.00001143969,0.00002542012,0.0006309124,0.000002143149,0.0003018761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001355477,"threshold_uncertainty_score":0.004534483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0708954678070737,"score_gpt":0.424349866591526,"score_spread":0.3534543987844523,"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."}}