{"id":"W2288355178","doi":"10.3390/v8020045","title":"Big Data Offers Novel Insights for Oncolytic Virus Immunotherapy","year":2016,"lang":"en","type":"review","venue":"Viruses","topic":"Virus-based gene therapy research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Children's Hospital of Eastern Ontario","funders":"Terry Fox Research Institute; Canada Foundation for Innovation; Ontario Institute for Cancer Research","keywords":"Oncolytic virus; Immunotherapy; Virus; Computational biology; Virology; Biology; Data science; Medicine; Computer science; Immunology; Immune system","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004618313,0.000671653,0.001175412,0.0002375945,0.0001686901,0.00008709687,0.002325666,0.0006506278,0.00006309544],"category_scores_gemma":[0.0002205608,0.0004717984,0.0004144842,0.000265786,0.0002114677,0.00001110539,0.0005761044,0.0002248179,0.0002061825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009182988,"about_ca_system_score_gemma":0.001517087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000312629,"about_ca_topic_score_gemma":0.0002162662,"domain_scores_codex":[0.9969798,0.0001896884,0.0006495535,0.001232654,0.0003243499,0.0006239997],"domain_scores_gemma":[0.996067,0.0001996006,0.0003416183,0.003079356,0.0001539894,0.000158417],"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":[0.0006696454,0.000141375,2.277699e-7,0.001143825,0.0007568727,0.000002249479,0.000006078445,1.891454e-7,0.09787209,0.00001534947,0.005718386,0.8936737],"study_design_scores_gemma":[0.00107564,0.001498358,1.968135e-7,0.00149566,0.0001384441,0.00001049576,0.000002631351,0.000001539094,0.01988346,0.00001921938,0.9752403,0.0006340024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001376155,0.9925328,0.001138887,0.00001890916,0.000684325,0.001695563,0.00357424,0.00003714177,0.0001804888],"genre_scores_gemma":[0.00001160679,0.9933665,0.0001836477,0.0005576101,0.002141997,0.0004487638,0.001809291,0.0002629584,0.001217559],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9695219,"threshold_uncertainty_score":0.9997734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2208431477668568,"score_gpt":0.4201771659172877,"score_spread":0.1993340181504309,"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."}}