{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"f864eea373f2","filters":{"venue":"Drinking water engineering and science"}},"results":[{"id":"W2138921861","doi":"10.5194/dwes-3-71-2010","title":"I-WARP: Individual Water mAin Renewal Planner","year":2010,"lang":"en","type":"article","venue":"Drinking water engineering and science","topic":"Water Systems and Optimization","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"National Research Council Canada","funders":"American Water Works Association Research Foundation; Water Research Foundation","keywords":"Breakage; Mains electricity; Foundation (evidence); Engineering; Electricity; Civil engineering; Geotechnical engineering; Environmental science; Forensic engineering; Geography; Computer science; Archaeology","authors":[{"name":"Yehuda Kleiner","is_ca":true},{"name":"Balvant Rajani","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00524188546840148,"gpt":0.1687715120456299,"spread":0.1635296265772284,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004799171,0.0001604216,0.0001200101,0.0002079917,0.0001475483,0.0002814979,0.0002445373,0.00007436474,0.0000165143],"category_scores_gemma":[0.000007252524,0.0001030882,0.00001989204,0.0001115957,0.00007019557,0.0003083221,0.00009774486,0.0002128998,0.00002094745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001669762,"about_ca_system_score_gemma":0.000005755997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001497837,"about_ca_topic_score_gemma":0.0000257899,"domain_scores_codex":[0.9988443,0.000003644052,0.000164765,0.0002364595,0.0002387988,0.0005120581],"domain_scores_gemma":[0.9996474,0.000007363252,0.000006053489,0.0001933064,0.00002260189,0.0001232158],"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":[0.000001460243,0.000006025508,0.001284294,0.00005297969,0.00001333612,0.00001183439,0.004304915,0.3395272,0.6536323,0.0004967755,0.0001747325,0.0004940848],"study_design_scores_gemma":[0.0003262886,0.00002791102,0.002398698,0.00005433473,0.0000131735,0.0001547386,0.00003744984,0.4197357,0.5616249,0.0001684004,0.01485104,0.0006073382],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909096,0.00001434525,0.005733746,0.00004090374,0.002044471,0.00006888043,0.000002476592,0.0003594709,0.0008261321],"genre_scores_gemma":[0.9969695,0.000002649602,0.002518199,0.00001182091,0.0002411,0.000009459532,0.00001206056,0.00002591073,0.0002092516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09200741,"threshold_uncertainty_score":0.4203813,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2899052523","doi":"10.5194/dwes-12-1-2019","title":"Analysis of water distribution network under pressure-deficient conditions through emitter setting","year":2019,"lang":"en","type":"article","venue":"Drinking water engineering and science","topic":"Water Systems and Optimization","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Benchmark (surveying); Software; Replicate; Relation (database); Pressure head; Computer science; Pipe network analysis; Mathematical optimization; Simulation; Engineering; Reliability engineering; Mechanical engineering; Mathematics; Mechanics; Data mining; Geology","authors":[{"name":"Neelakantan Thurvas Renganathan","is_ca":false},{"name":"D. Páez","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004552320724292356,"gpt":0.1869985969868142,"spread":0.1824462762625218,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000338467,0.0001279426,0.0002008679,0.000134155,0.000102079,0.00009712032,0.0001286208,0.00004804012,0.00002020686],"category_scores_gemma":[0.000002871019,0.00008811014,0.00004995325,0.00043172,0.00004625887,0.0002919565,0.00006575506,0.00008335691,0.000007798087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003138428,"about_ca_system_score_gemma":0.000003671522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001696305,"about_ca_topic_score_gemma":0.000003900012,"domain_scores_codex":[0.9989294,0.000007796558,0.0002319712,0.0002248956,0.0002109097,0.0003950148],"domain_scores_gemma":[0.9996694,0.00001477182,0.00001775596,0.0002029177,0.00005278683,0.0000423184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[4.89095e-7,0.000003091449,0.005286759,0.0000463614,0.00008051199,4.053505e-7,0.0008807504,0.9675286,0.02562735,0.0005066734,0.00002527427,0.00001374183],"study_design_scores_gemma":[0.00008852009,0.000009539179,0.01029741,0.00005490506,0.000121956,0.000003334799,0.00002711263,0.9485223,0.03941407,0.00004270977,0.001245841,0.0001723486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.847079,0.00005474973,0.1519179,0.00002207218,0.0004437152,0.00009413243,0.000008054791,0.0001258968,0.0002544686],"genre_scores_gemma":[0.999236,0.000004475776,0.0005016347,0.00001060559,0.00003879933,0.000007012695,0.00008861104,0.00001309364,0.00009972863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1521571,"threshold_uncertainty_score":0.3593027,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2167157332","doi":"10.5194/dwes-3-101-2010","title":"Negative pressures in full-scale distribution system: field investigation, modelling, estimation of intrusion volumes and risk for public health","year":2010,"lang":"en","type":"article","venue":"Drinking water engineering and science","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; Institut National de la Recherche Scientifique; University of Toronto; Polytechnique Montréal","funders":"Canadian Water Network; Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Environmental science; Contamination; Aquifer; Mains electricity; Transient (computer programming); Environmental engineering; Engineering; Geotechnical engineering; Groundwater; Computer science","authors":[{"name":"M.C. Besner","is_ca":true},{"name":"Gabrielle Ebacher","is_ca":true},{"name":"Bernhard Jung","is_ca":false},{"name":"Bryan Karney","is_ca":true},{"name":"Jean Lavoie","is_ca":true},{"name":"Pierre Payment","is_ca":true},{"name":"Michèle Prévost","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01257317857573679,"gpt":0.2195208766949903,"spread":0.2069476981192536,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001206644,0.00006218241,0.00008738528,0.00005047224,0.0001511663,0.0000628245,0.00008629579,0.00003218462,0.000002377483],"category_scores_gemma":[0.0001095674,0.00004853025,0.000008552031,0.0001231581,0.0001481675,0.0003246727,0.00007343902,0.0000882925,4.482647e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003946214,"about_ca_system_score_gemma":0.000008967009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007551968,"about_ca_topic_score_gemma":0.0001828861,"domain_scores_codex":[0.99929,0.00002078244,0.0001722963,0.0001917795,0.0001576195,0.0001675164],"domain_scores_gemma":[0.9997238,0.00005166458,0.00005155659,0.0000786269,0.00001810257,0.00007624516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002461667,0.00005552185,0.3073721,0.0005313734,0.000007398974,4.424994e-7,0.02838444,0.5036814,0.1067153,0.00687427,0.00004187724,0.0463113],"study_design_scores_gemma":[0.000117056,0.00003958474,0.04980413,0.0000290933,0.000001809696,0.000001301617,0.00004570766,0.9270874,0.02237144,0.0003707928,0.00006988177,0.00006184094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8103941,0.000004199481,0.1891659,0.0002157692,0.00006525329,0.0001227036,0.000003712878,0.00001936962,0.000008955531],"genre_scores_gemma":[0.9927084,0.000004709384,0.007238557,0.00001098736,0.000007011848,0.00001185447,0.000007682937,0.000002650879,0.000008156235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4234059,"threshold_uncertainty_score":0.1979006,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}