{"meta":{"query_hash":"beb707a55132","filters":{"venue":"Risk, reliability and safety engineering"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/beb707a55132","api":"https://metacan.xera.ac/api/v1/cohort?venue=Risk%2C+reliability+and+safety+engineering"},"results":[{"id":"W4393121484","doi":"10.1007/978-981-99-8258-5_20","title":"A Unified Multi-perspective Artificial Neural Networks (ANN) Based Performance Evaluation and Its Quantitative Validation Framework","year":2024,"lang":"en","type":"book-chapter","venue":"Risk, reliability and safety engineering","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Artificial neural network; Perspective (graphical); Computer science; Artificial intelligence","score_opus":0.02370038643071985,"score_gpt":0.2677103903296311,"score_spread":0.24401000389891128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393121484","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03411336,0.007485549,0.9504967,0.0005482272,0.0026739708,0.0023986106,0.00007352483,0.0007813739,0.0014287117],"genre_scores_gemma":[0.98456687,0.0011505617,0.013242213,0.00002585551,0.00022355937,0.00007653062,0.000039362323,0.00006147475,0.00061356236],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971855,0.000107884916,0.0006979194,0.0011291066,0.0005195531,0.00036000332],"domain_scores_gemma":[0.99748784,0.00082125777,0.00023589085,0.00065597636,0.0006445752,0.00015446014],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0023818268,0.0005304856,0.0005636717,0.00022478378,0.0003073726,0.00019889191,0.00029100518,0.0006254443,0.00001525031],"category_scores_gemma":[0.0007752577,0.0004871273,0.00014308239,0.00025530634,0.00009943053,0.00057405484,0.00019551665,0.0013392277,0.000018542727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012548313,0.00003777584,0.00031148322,0.000748235,0.00010615498,0.0000045134043,0.0016057212,0.87131786,0.0000083284785,0.11100289,0.0000063655457,0.014725192],"study_design_scores_gemma":[0.00026366324,0.00016838737,0.002281505,0.0006219648,0.00012678718,0.0000058336386,0.000039236595,0.9901693,0.00003680085,0.0054813083,0.00028415793,0.0005210708],"about_ca_topic_score_codex":0.00003819501,"about_ca_topic_score_gemma":0.000007763006,"teacher_disagreement_score":0.9504535,"about_ca_system_score_codex":0.00039686225,"about_ca_system_score_gemma":0.00013088327,"threshold_uncertainty_score":0.99975806},"labels":[],"label_agreement":null}]}