{"meta":{"query_hash":"b48bd9dffa6e","filters":{"venue":"Safety and Reliability"},"cohort_total":2,"direct_labels_cover":0,"predictions_cover":2,"exported":2,"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/b48bd9dffa6e","api":"https://metacan.xera.ac/api/v1/cohort?venue=Safety+and+Reliability"},"results":[{"id":"W4401217714","doi":"10.1080/09617353.2024.2369961","title":"Prediction of water–main failures and management of the associated risks using integrated predictive analytics approach","year":2024,"lang":"en","type":"article","venue":"Safety and Reliability","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Analytics; Predictive analytics; Reliability engineering; Risk analysis (engineering); Computer science; Engineering; Data mining; Data science; Business","score_opus":0.014633427476778453,"score_gpt":0.21934855369812561,"score_spread":0.20471512622134716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401217714","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9614206,0.00066436804,0.034836147,0.00007555062,0.0005243944,0.0005734301,0.0002701558,0.00015813802,0.0014772357],"genre_scores_gemma":[0.99963534,0.00019615702,0.00008693592,0.0000011507626,0.00001182212,0.000005115242,0.000007463381,0.000007511387,0.000048528163],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993026,0.00008101448,0.00027544616,0.00013689096,0.00011296807,0.000091033915],"domain_scores_gemma":[0.9997619,0.000028754752,0.000024747162,0.00012928918,0.000032522956,0.000022816917],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004828938,0.00008638313,0.00016354005,0.00003515863,0.00005053885,0.000012368506,0.0000419841,0.000091800845,0.0000027506471],"category_scores_gemma":[0.000014392011,0.000049897677,0.00005130255,0.00017739428,0.0000972373,0.00004958401,0.00003026208,0.00013637412,1.1834522e-7],"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":[0.0005642973,0.0002372546,0.016815908,0.00965628,0.002631423,0.0000036171377,0.0052848156,0.93122655,0.020280208,0.0016073281,0.00016544142,0.011526875],"study_design_scores_gemma":[0.00024009665,0.000033860564,0.027624954,0.00019901659,0.00013151775,0.0000024809583,0.00063285773,0.9692857,0.00097258645,0.00018659512,0.00064092205,0.000049369766],"about_ca_topic_score_codex":0.00020084715,"about_ca_topic_score_gemma":0.000010573324,"teacher_disagreement_score":0.038214736,"about_ca_system_score_codex":0.000076884695,"about_ca_system_score_gemma":0.000006686594,"threshold_uncertainty_score":0.20347682},"labels":[],"label_agreement":null},{"id":"W4406627786","doi":"10.1080/09617353.2024.2441545","title":"Availability-based maintenance prioritization for data centres: a dynamic programming approach","year":2025,"lang":"en","type":"article","venue":"Safety and Reliability","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Prioritization; Computer science; Dynamic programming; Reliability engineering; Operations research; Engineering; Management science; Algorithm","score_opus":0.007298120864131907,"score_gpt":0.23393216716217277,"score_spread":0.22663404629804088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406627786","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002443101,0.00041817466,0.99185085,0.00085134344,0.00035735406,0.0017823387,0.00016890332,0.0003881279,0.0017397959],"genre_scores_gemma":[0.69288146,0.001226473,0.3027858,0.0002047339,0.000050150964,0.00026498683,0.0019244774,0.00005342964,0.00060849334],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99835175,0.0000619354,0.00047371196,0.0006412343,0.000111037414,0.0003603412],"domain_scores_gemma":[0.99848783,0.00023015395,0.000046434863,0.0009985856,0.00016988628,0.00006711198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010841048,0.00020565414,0.00028398575,0.000060376053,0.00020175199,0.000057551326,0.00028887799,0.00017994456,0.000005891715],"category_scores_gemma":[0.0007500054,0.00018615556,0.00006420991,0.0003430384,0.00022144955,0.0002594792,0.00008847954,0.00018110636,0.0000012559796],"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":[0.0010073693,0.0006716524,0.0074583124,0.011164192,0.000096077805,7.487008e-7,0.00034882277,0.7459505,0.0001535068,0.0076322947,0.0023673903,0.22314912],"study_design_scores_gemma":[0.00081615866,0.000026770642,0.0026400678,0.00011581564,0.000040179406,5.614189e-7,0.0000901051,0.93357044,0.00003316735,0.0021169072,0.060358047,0.00019176818],"about_ca_topic_score_codex":0.000020441694,"about_ca_topic_score_gemma":0.00002555232,"teacher_disagreement_score":0.69043833,"about_ca_system_score_codex":0.00019468542,"about_ca_system_score_gemma":0.000095341384,"threshold_uncertainty_score":0.75912035},"labels":[],"label_agreement":null}]}