{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004030071,0.0006836014,0.0004484613,0.001699966,0.001419633,0.00424197,0.001321066,0.001242516,0.04532358],"category_scores_gemma":[0.00425033,0.0004833839,0.0005452961,0.001570545,0.002420815,0.007662378,0.003741263,0.004034993,0.01703529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002026769,"about_ca_system_score_gemma":0.001428565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001283718,"about_ca_topic_score_gemma":0.00143226,"domain_scores_codex":[0.9985663,0.000341304,0.00007424982,0.0003188231,0.0005319481,0.0001672756],"domain_scores_gemma":[0.9976978,0.0007865699,0.00008006243,0.0004131735,0.0006116391,0.0004108015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001095245,0.0000512851,0.0002810989,0.000394866,0.00002052626,0.0001768593,0.001761464,0.001625462,0.001281587,0.3983707,0.3329575,0.2629691],"study_design_scores_gemma":[0.0000034538,0.00002376771,0.00009332487,0.0001315429,0.00000318762,0.0001153907,0.00008877258,0.0002428275,0.0004596889,0.01393512,0.9848955,0.000007435759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01311942,0.09595077,0.1057464,0.04843837,0.014836,0.0001472758,0.001253576,0.005807757,0.7147004],"genre_scores_gemma":[0.07450373,0.05244576,0.04834339,0.009760352,0.005227402,0.0001227459,0.001559482,0.003578937,0.8044581],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04532358,"threshold_uncertainty_score":0.1516225,"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."}}