{"id":"W4403378886","doi":"10.54254/2753-8818/50/2024au0128","title":"Mechanisms and Clinical Applications of Virus-Based Cancer Vaccines","year":2024,"lang":"en","type":"article","venue":"Theoretical and Natural Science","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Virology; Cancer; Medicine; Virus; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005888565,0.00007711288,0.0001378616,0.00007441579,0.0001537973,0.00002352059,0.0001519784,0.00007513502,0.000311848],"category_scores_gemma":[0.00006995902,0.000047715,0.00003742053,0.0002654133,0.003008673,0.00007361523,0.0000622427,0.0001841164,0.00001332301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006531762,"about_ca_system_score_gemma":0.0001143752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002735433,"about_ca_topic_score_gemma":0.000002228888,"domain_scores_codex":[0.9993261,0.00007308449,0.0001723493,0.0002256695,0.00003610845,0.0001667497],"domain_scores_gemma":[0.9993725,0.0004361014,0.00002292185,0.0001065444,0.00004221726,0.00001968951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001429739,0.00001820671,0.00004557982,0.0000111243,0.00001402475,2.976464e-7,0.00002682896,6.352451e-8,0.4735845,0.4531252,0.00001190535,0.07301933],"study_design_scores_gemma":[0.0009713187,0.000593914,0.02017281,0.0001787674,0.00009963269,0.00005469643,0.00008938913,0.000943071,0.862109,0.09878881,0.01568209,0.0003165115],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276648,0.06711904,0.002447177,0.001542136,0.000640282,0.0002320281,0.00002463939,0.00006518318,0.0002647815],"genre_scores_gemma":[0.99806,0.001349562,0.0001675146,0.0001715459,0.00001004661,0.00001227823,0.000001860157,0.000003676347,0.000223502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3885245,"threshold_uncertainty_score":0.9997045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006964217154915272,"score_gpt":0.3107131684310701,"score_spread":0.3037489512761548,"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."}}