{"id":"W4412532871","doi":"10.1007/978-3-031-98668-0_5","title":"Fifteen Years of Viper","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"VIPeR; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007022994,0.0003207465,0.0005272898,0.000676173,0.00008796997,0.0002377211,0.003231202,0.0002970214,0.00001612148],"category_scores_gemma":[0.00008079007,0.0002959338,0.0001551874,0.0006061068,0.0004959858,0.0002758224,0.001236376,0.0004533945,0.00003973131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001230454,"about_ca_system_score_gemma":0.000551803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006643011,"about_ca_topic_score_gemma":0.00004402108,"domain_scores_codex":[0.9972152,0.00002953004,0.0004876323,0.001042814,0.0007643093,0.0004605025],"domain_scores_gemma":[0.9977789,0.0003212727,0.000270249,0.001328512,0.0002041773,0.00009687412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001776388,0.00001717078,0.00007098766,0.00005832648,0.00001177349,0.00004146723,0.0004953023,0.0007857147,0.00003058245,0.2396461,0.00007102555,0.7587698],"study_design_scores_gemma":[0.0005541937,0.000405458,0.0006104163,0.0003599715,0.00002272774,0.00006405667,3.615146e-7,0.1051484,0.001729482,0.8266652,0.06322931,0.001210434],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00001802176,0.0007079045,0.9784719,0.0001839839,0.002078602,0.0002993853,0.000001689766,0.0001063309,0.01813223],"genre_scores_gemma":[0.7306912,0.0000780193,0.2609065,0.001296635,0.000648118,0.0000156142,0.000006234865,0.00003787484,0.006319798],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7575594,"threshold_uncertainty_score":0.9999493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0160027181418469,"score_gpt":0.2418569725744759,"score_spread":0.225854254432629,"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."}}