{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":28,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":28,"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":"bbaf8c981b3b","filters":{"venue":"Urban Water Journal"}},"results":[{"id":"W2052371844","doi":"10.1080/1573062x.2014.916314","title":"SUDS, LID, BMPs, WSUD and more – The evolution and application of terminology surrounding urban drainage","year":2014,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":1831,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; WSP (Canada)","funders":"Engineering and Physical Sciences Research Council; North Carolina State University","keywords":"Terminology; Scope (computer science); Credibility; Confusion; Environmental planning; Set (abstract data type); Management science; Engineering ethics; Computer science; Political science; Engineering; Environmental science; Psychology","authors":[{"name":"Tim D. Fletcher","is_ca":false},{"name":"William D. Shuster","is_ca":false},{"name":"William F. Hunt","is_ca":false},{"name":"Richard Ashley","is_ca":false},{"name":"David Butler","is_ca":false},{"name":"Scott Arthur","is_ca":false},{"name":"Sam Trowsdale","is_ca":false},{"name":"Sylvie Barraud","is_ca":false},{"name":"Annette Semádeni-Davies","is_ca":false},{"name":"Jean-Luc Bertrand-Krajewski","is_ca":false},{"name":"Peter Steen Mikkelsen","is_ca":false},{"name":"Gilles Rivard","is_ca":true},{"name":"Mathias Uhl","is_ca":false},{"name":"Danielle Dagenais","is_ca":true},{"name":"Maria Viklander","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006224866003889946,"gpt":0.200661404502784,"spread":0.194436538498894,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007686495,0.0004947996,0.0006235176,0.005873465,0.00236441,0.00994859,0.001550313,0.001408473,0.0069987],"category_scores_gemma":[0.0184354,0.000339465,0.0005675758,0.01093249,0.01270143,0.008867813,0.006099265,0.00394841,0.001932651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004881997,"about_ca_system_score_gemma":0.005553463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021605,"about_ca_topic_score_gemma":0.01261798,"domain_scores_codex":[0.9933301,0.003373964,0.0009590629,0.0006239614,0.001383418,0.0003295377],"domain_scores_gemma":[0.9896449,0.005065664,0.001188602,0.0009527532,0.002555996,0.0005920278],"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":[0.00009107813,0.00003151114,0.007858935,0.0007122431,0.00002060038,0.0002416311,0.02637591,0.0009422532,0.004455185,0.7239436,0.04325565,0.1920714],"study_design_scores_gemma":[0.000005260909,0.00003791584,0.00572212,0.0008801883,0.00001591358,0.0004761665,0.015218,0.000829625,0.001581294,0.04557768,0.9296063,0.00004966739],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.1570131,0.04493847,0.2750018,0.09349449,0.01804625,0.000256175,0.003798246,0.001492424,0.4059591],"genre_scores_gemma":[0.7447991,0.04026059,0.1265118,0.01613419,0.005117661,0.0003864742,0.003482388,0.003982111,0.05932572],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01021605,"threshold_uncertainty_score":0.04065055,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2051292820","doi":"10.1080/1573062x.2013.765488","title":"A review of frontier approaches to efficiency and productivity measurement in urban water utilities","year":2013,"lang":"en","type":"review","venue":"Urban Water Journal","topic":"Water resources management and optimization","field":"Engineering","cited_by":124,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"National Water Commission","keywords":"Productivity; Frontier; Environmental economics; Sustainability; Resource productivity; Economics; Business; Regional science; Environmental resource management; Resource allocation; Geography; Economic growth","authors":[{"name":"Andrew C. Worthington","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1133433403373479,"gpt":0.2207783665945407,"spread":0.1074350262571928,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002477938,0.001149736,0.001847628,0.006064591,0.0004715608,0.002037739,0.001318394,0.001336758,0.003004899],"category_scores_gemma":[0.004162807,0.0007019663,0.0008793787,0.01510359,0.001218922,0.002896143,0.0008928895,0.001477991,0.0009066897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0019613,"about_ca_system_score_gemma":0.002438182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005509088,"about_ca_topic_score_gemma":0.006652778,"domain_scores_codex":[0.9986365,0.0004346488,0.0002031361,0.0002109258,0.0004504081,0.00006443133],"domain_scores_gemma":[0.9965844,0.002394104,0.0003253687,0.00008038791,0.0005687245,0.00004695053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003489131,0.00008680917,0.0006471379,0.03357693,0.0001319046,0.000113348,0.0002309969,0.003602715,0.000551162,0.04446387,0.01229105,0.9042692],"study_design_scores_gemma":[0.00001144684,0.0002042556,0.005557648,0.02178524,0.0002055972,0.0006354201,0.0004669889,0.001560173,0.001090286,0.02891443,0.939475,0.00009351216],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002260693,0.9960707,0.001404934,0.0003063485,0.00006068046,0.000006183678,0.00001899233,0.000004917398,0.001901218],"genre_scores_gemma":[0.002442371,0.9960403,0.0009725058,0.0000774936,0.0001044833,0.00000871887,0.00002141785,0.00000292808,0.0003298197],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006064591,"threshold_uncertainty_score":0.01423031,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2074148812","doi":"10.1080/1573062x.2013.763996","title":"Potential and limitations of modern equipment for real time control of urban wastewater systems","year":2013,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":121,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Flexibility (engineering); Implementation; Context (archaeology); Risk analysis (engineering); Systems engineering; Computer science; Control (management); Field (mathematics); Sustainability; Real-time Control System; Engineering; Business","authors":[{"name":"Alberto Campisano","is_ca":false},{"name":"J. Cabot Ple","is_ca":false},{"name":"Dirk Muschalla","is_ca":false},{"name":"Martin Pleau","is_ca":false},{"name":"Peter A. Vanrolleghem","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02511091821962317,"gpt":0.2165576988447582,"spread":0.191446780625135,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006594396,0.0009514594,0.0009365786,0.001755009,0.0006903289,0.002796433,0.003767659,0.002608497,0.004773079],"category_scores_gemma":[0.007047256,0.0006165759,0.0008744531,0.001604707,0.001541695,0.005761099,0.001848879,0.00185267,0.001722889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001166522,"about_ca_system_score_gemma":0.001095691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006613368,"about_ca_topic_score_gemma":0.0005142593,"domain_scores_codex":[0.9917558,0.001905184,0.0005164062,0.0007448723,0.004785887,0.0002917385],"domain_scores_gemma":[0.9918881,0.00368891,0.0006432305,0.001562527,0.002023888,0.0001933514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000505909,0.0002780153,0.003661695,0.004887101,0.00009706913,0.0004099481,0.0008065474,0.01469756,0.07340497,0.03681693,0.006330995,0.8581033],"study_design_scores_gemma":[0.0001607563,0.003809598,0.01177098,0.004387802,0.0003878236,0.003557772,0.001502808,0.088969,0.1827739,0.05039921,0.6517824,0.0004979128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.1025296,0.1533987,0.6594823,0.01512988,0.002100616,0.0004512966,0.0004919978,0.00233626,0.06407947],"genre_scores_gemma":[0.6775298,0.05539813,0.2475744,0.001976361,0.001563089,0.0004927175,0.0005081724,0.0002826834,0.01467473],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006594396,"threshold_uncertainty_score":0.03487486,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2072953516","doi":"10.1080/1573062x.2011.630093","title":"Exploration of the relationship between water main breaks and temperature covariates","year":2012,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water Systems and Optimization","field":"Engineering","cited_by":67,"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":"","keywords":"Environmental science; Air temperature; Homogeneous; Atmospheric sciences; Climatology; Meteorology; Hydrology (agriculture); Geography; Engineering; Mathematics; Geology; Geotechnical engineering","authors":[{"name":"Balvant Rajani","is_ca":true},{"name":"Yehuda Kleiner","is_ca":true},{"name":"Jean-Eric Sink","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02237894784186473,"gpt":0.1993392535079297,"spread":0.176960305666065,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006205375,0.0007907177,0.0008902114,0.0009702853,0.0004829024,0.001218651,0.001013729,0.001130737,0.002327456],"category_scores_gemma":[0.02232994,0.0005010997,0.001903729,0.001504099,0.000674989,0.001166834,0.0008204659,0.00217419,0.0003005344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005684995,"about_ca_system_score_gemma":0.001125393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02884359,"about_ca_topic_score_gemma":0.02712168,"domain_scores_codex":[0.9969927,0.001737124,0.0001355451,0.0006074946,0.0002544181,0.000272739],"domain_scores_gemma":[0.9285677,0.06430885,0.003343316,0.002052722,0.0008055468,0.0009219729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005709036,0.0001953319,0.9606596,0.00004361899,0.0009106597,0.0001980172,0.0001681963,0.03029065,0.001092419,0.0003067951,0.0002370432,0.005326771],"study_design_scores_gemma":[0.00002868132,0.0006600159,0.8147378,0.00001908789,0.0002696244,0.0001344152,0.0005692219,0.1811225,0.0009927368,0.000568095,0.0008556902,0.00004204265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993853,0.0001353933,0.00501836,0.00008760639,0.000008000966,0.00001634107,0.0006665266,0.00004624988,0.0001684506],"genre_scores_gemma":[0.9969501,0.00004749843,0.001569392,0.00001132799,0.000006603594,0.00001406085,0.001098931,0.0000116234,0.0002904148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02884359,"threshold_uncertainty_score":0.05735141,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1988075881","doi":"10.1080/1573062x.2014.923919","title":"Micro hydroelectric energy recovery in municipal water systems: A case study for Vancouver","year":2014,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":60,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto","funders":"","keywords":"Cost of electricity by source; Environmental science; Energy recovery; Renewable energy; Hydroelectricity; Turbine; Pumped-storage hydroelectricity; Electricity; Bandwidth throttling; Electricity generation; Wind power; Process engineering; Environmental economics; Environmental engineering; Energy (signal processing); Engineering; Power (physics); Distributed generation; Mechanical engineering; Gas compressor; Economics; Electrical engineering","authors":[{"name":"Po-An Su","is_ca":true},{"name":"Bryan Karney","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01029123588886504,"gpt":0.1994757293412631,"spread":0.1891844934523981,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003606636,0.0004020073,0.0002666787,0.000627875,0.002820359,0.001591567,0.0009330439,0.001223867,0.003044986],"category_scores_gemma":[0.001261862,0.0002633864,0.0002807089,0.001804687,0.0007446805,0.0006492501,0.0008692768,0.0006356355,0.0003555877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006592388,"about_ca_system_score_gemma":0.003473672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4719048,"about_ca_topic_score_gemma":0.7841595,"domain_scores_codex":[0.9995219,0.0001067238,0.00001696864,0.00003986727,0.0001696884,0.000145001],"domain_scores_gemma":[0.9994298,0.0001964598,0.00004263224,0.00003929605,0.0001941755,0.00009762415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001223535,0.004079655,0.2450437,0.001325686,0.0003251522,0.06778614,0.01087582,0.3339478,0.04401511,0.02532094,0.01588717,0.2501693],"study_design_scores_gemma":[0.0006515395,0.002940346,0.2828504,0.0002969764,0.0002497095,0.00554596,0.121292,0.4376564,0.03663203,0.01075748,0.1008469,0.0002801085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882588,0.000103969,0.0009294316,0.0002365039,0.000003681935,0.0001234803,0.0001476954,0.00002418711,0.01017223],"genre_scores_gemma":[0.9910191,0.0002228228,0.001164708,0.00002908612,0.000001908309,0.00002914065,0.0001124597,0.0000130426,0.007407715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5280952,"threshold_uncertainty_score":0.938316,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2284619192","doi":"10.1080/1573062x.2015.1076861","title":"Mesocosm study of enhanced bioretention media in treating nutrient rich stormwater for mixed development area","year":2015,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":54,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Ministry of Higher Education, Malaysia; Universiti Sains Malaysia; University of Lethbridge","keywords":"Bioretention; Stormwater; Mesocosm; Environmental science; Stormwater management; Nutrient; Environmental engineering; Low-impact development; Hydrology (agriculture); Biomanipulation; Surface runoff; Water resource management; Eutrophication; Engineering; Geotechnical engineering; Ecology; Biology","authors":[{"name":"Hui Weng Goh","is_ca":false},{"name":"Nasriah Zakaria","is_ca":false},{"name":"Tze Liang Lau","is_ca":false},{"name":"K.Y. Foo","is_ca":false},{"name":"Chun Kiat Chang","is_ca":false},{"name":"C. S. Leow","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0368386282137646,"gpt":0.2339339956460566,"spread":0.197095367432292,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003201475,0.000444067,0.0005217002,0.0001457427,0.0003273639,0.0004175281,0.0002601961,0.000316952,0.0004644551],"category_scores_gemma":[0.00013168,0.0001137092,0.0004459316,0.0001891342,0.0001497918,0.0003336103,0.0003368616,0.0006311695,0.0001508816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003813657,"about_ca_system_score_gemma":0.0004813851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003030859,"about_ca_topic_score_gemma":0.006388233,"domain_scores_codex":[0.9997918,0.0000267334,0.00001505182,0.00007684215,0.00005967279,0.00002988767],"domain_scores_gemma":[0.9998802,0.00002452584,0.00002588716,0.00001032818,0.0000329573,0.00002619631],"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":[0.0001893039,0.000329551,0.0008932212,0.00005761105,0.000009449644,0.00003458139,0.00004401806,0.0001783354,0.9965089,0.00001933671,0.0000219733,0.001713526],"study_design_scores_gemma":[0.00005773129,0.004714143,0.01116131,0.000009760774,0.00006561181,0.00006488069,0.0002175895,0.002827446,0.9796479,0.00004090284,0.001179648,0.00001320791],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981773,0.0001958709,0.0009104481,0.00002343382,0.00002203615,0.00005800462,0.0001164075,0.00001422944,0.0004823133],"genre_scores_gemma":[0.9887972,0.0005860074,0.007996995,0.00006630484,0.00001769857,0.0001300689,0.0002740436,0.00000913396,0.002122457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003030859,"threshold_uncertainty_score":0.006026447,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1983402293","doi":"10.1080/15730620412331289995","title":"Fluid transients and pipeline optimization using GA and PSO: the diameter connection","year":2004,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water Systems and Optimization","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Particle swarm optimization; Pipeline (software); Transient (computer programming); Mathematical optimization; Computer science; Genetic algorithm; Selection (genetic algorithm); Pipeline transport; Pipe network analysis; Process (computing); Nonlinear system; Optimization problem; Engineering; Mathematics; Artificial intelligence; Mechanical engineering; Physics","authors":[{"name":"Bong Seog Jung","is_ca":true},{"name":"Bryan Karney","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008926827393763787,"gpt":0.1747783576892776,"spread":0.1658515302955138,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002838244,0.0004459224,0.0004018009,0.0004092864,0.0001991262,0.0004751678,0.00032089,0.0007313849,0.0006054121],"category_scores_gemma":[0.001307659,0.0002217018,0.0004007324,0.0004016313,0.0005266884,0.0005418866,0.0002990735,0.0003514351,0.0001013989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003654565,"about_ca_system_score_gemma":0.0003999585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002030548,"about_ca_topic_score_gemma":0.001474757,"domain_scores_codex":[0.9998903,0.00004592908,0.000004801881,0.00001887041,0.00002765324,0.00001242349],"domain_scores_gemma":[0.9998034,0.0001324211,0.00002184226,0.00001089473,0.00002367719,0.000007820018],"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":[0.00002679098,0.00001064538,0.0003834903,0.00002469367,0.000009851678,0.00003918026,0.00002511162,0.9653234,0.00234451,0.008346157,0.0001579677,0.02330808],"study_design_scores_gemma":[0.000004609621,0.00002515435,0.000109337,0.0000027367,0.000003760029,0.00001355417,0.000005304054,0.996704,0.0006011897,0.002055266,0.0004720304,0.000002957242],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05609066,0.0003664076,0.9369268,0.0002207034,0.0000371424,0.00003064157,0.00001757978,0.0001866201,0.00612354],"genre_scores_gemma":[0.8075278,0.0005358381,0.1883686,0.00005728217,0.00003168863,0.00008942711,0.0000376525,0.00005967627,0.00329209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002030548,"threshold_uncertainty_score":0.00403744,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2981345092","doi":"10.1080/1573062x.2019.1669190","title":"Towards a water secure future: reflections on Cape Town’s Day Zero crisis","year":2019,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water resources management and optimization","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Resilience (materials science); Water supply; Sustainability; Business; Government (linguistics); Per capita; Natural resource economics; Water scarcity; Population; Work (physics); Non-revenue water; Environmental planning; Water use; Private sector; Ecological footprint; Water resources; Water resource management; Environmental resource management; Water conservation; Environmental science; Economic growth; Environmental engineering; Engineering; Economics","authors":[{"name":"Lina Taing","is_ca":true},{"name":"Chun‐che Chang","is_ca":false},{"name":"SM Pan","is_ca":false},{"name":"Neil Armitage","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009239623206818608,"gpt":0.2054018959379176,"spread":0.196162272731099,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003072117,0.0006658981,0.0005126128,0.0009019339,0.01202372,0.009884092,0.001802674,0.00854966,0.0159321],"category_scores_gemma":[0.007447456,0.000573436,0.0005537624,0.001231293,0.01123227,0.01023759,0.006602467,0.0120989,0.0008437897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01462079,"about_ca_system_score_gemma":0.01332248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1406769,"about_ca_topic_score_gemma":0.2084284,"domain_scores_codex":[0.9978067,0.000655529,0.00007481612,0.0001623695,0.0004763511,0.0008241441],"domain_scores_gemma":[0.9962501,0.001423875,0.0002276671,0.000128976,0.0004451345,0.001524319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001742163,0.0002096783,0.002209327,0.000954539,0.00003653819,0.009024767,0.07271437,0.002169746,0.002877126,0.3605424,0.5044581,0.04462912],"study_design_scores_gemma":[0.00003834268,0.00006107366,0.003719364,0.0007953772,0.00001686365,0.0008325635,0.1045978,0.0007809664,0.0006447537,0.04451457,0.8438792,0.0001191472],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04494563,0.01574842,0.001090355,0.878931,0.002836981,0.00005140824,0.0001643737,0.00003046607,0.05620138],"genre_scores_gemma":[0.8137006,0.02683376,0.002832286,0.09813936,0.001969189,0.000135081,0.000125954,0.0001577154,0.0561061],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1406769,"threshold_uncertainty_score":0.2797161,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2020314642","doi":"10.1080/15730620412331290038","title":"Modelling the advection equation under water hammer conditions","year":2004,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water Systems and Optimization","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"Canadian Water Network; Natural Sciences and Engineering Research Council of Canada; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Advection; Water hammer; Compressibility; Mechanics; Transient (computer programming); Environmental science; Consistency (knowledge bases); Geotechnical engineering; Finite difference; Water quality; Convergence (economics); Engineering; Computer science; Mathematics; Thermodynamics; Physics","authors":[{"name":"Cristóvão Vicente Scapulatempo Fernandes","is_ca":false},{"name":"Bryan Karney","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02033454166819611,"gpt":0.1877858425624959,"spread":0.1674513008942998,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004305867,0.0005395784,0.0004932969,0.0004381184,0.0003491649,0.001084039,0.0008397215,0.001976953,0.001566541],"category_scores_gemma":[0.001566203,0.0003268876,0.0005208632,0.0003285661,0.0007384289,0.001279599,0.0007863153,0.0008854657,0.0002838642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006988817,"about_ca_system_score_gemma":0.001105043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01995015,"about_ca_topic_score_gemma":0.007639744,"domain_scores_codex":[0.999841,0.00004296203,0.00001071218,0.00003250122,0.00003985035,0.00003301996],"domain_scores_gemma":[0.9996056,0.0002454635,0.0000583326,0.00001746344,0.00005897829,0.00001417685],"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":[0.00002862376,0.00002503676,0.001216931,0.00005758627,0.000008665229,0.000155661,0.00007846797,0.9781865,0.004706487,0.01250291,0.0002353465,0.002797772],"study_design_scores_gemma":[0.000005030096,0.000007524342,0.0001233788,0.000002298207,0.00000211131,0.00001117073,0.00001097339,0.9979869,0.0003724837,0.001120633,0.0003533016,0.000004167039],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3239162,0.0009861192,0.6417878,0.001235282,0.0002204184,0.0002539438,0.0007494815,0.0003621895,0.03048864],"genre_scores_gemma":[0.9692113,0.0006183339,0.01516101,0.00009276216,0.0000427396,0.0001606124,0.0001754944,0.00005264968,0.01448508],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01995015,"threshold_uncertainty_score":0.03966808,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2015828555","doi":"10.1080/1573062x.2012.758293","title":"A flood risk assessment to municipal infrastructure due to changing climate part I: methodology","year":2013,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Foundation for Climate and Atmospheric Sciences","keywords":"Flood myth; Flooding (psychology); Climate change; Damages; Index (typography); Risk assessment; Environmental planning; Work (physics); Environmental resource management; Environmental science; Risk analysis (engineering); Business; Geography; Computer science; Engineering; Political science; Psychology; Geology","authors":[{"name":"Elisabeth A. Bowering","is_ca":true},{"name":"Angela Peck","is_ca":true},{"name":"Slobodan P. Simonović","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01580792819772206,"gpt":0.2665527338181358,"spread":0.2507448056204138,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003621225,0.001216097,0.0005773352,0.003980604,0.0008603184,0.001886775,0.001413051,0.0009165037,0.009165364],"category_scores_gemma":[0.007126811,0.000682866,0.001279231,0.003031296,0.0006508525,0.000991189,0.002110521,0.0007336236,0.000826677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00184432,"about_ca_system_score_gemma":0.002994335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006083263,"about_ca_topic_score_gemma":0.005409801,"domain_scores_codex":[0.9973181,0.001540943,0.0002553014,0.000362665,0.0004089171,0.0001141607],"domain_scores_gemma":[0.9971739,0.001415177,0.0004256415,0.0002704755,0.0006103188,0.0001044771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000296912,0.0007850599,0.07833835,0.001556945,0.0005180015,0.001254167,0.004557649,0.2941615,0.01024729,0.06580038,0.006004876,0.5364789],"study_design_scores_gemma":[0.0002100623,0.0009419466,0.05695156,0.0005795836,0.0002348748,0.001039347,0.007601043,0.7821485,0.01397787,0.0873016,0.04871006,0.000303569],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06918056,0.0002779519,0.9169154,0.0003655368,0.00003736885,0.004778929,0.001785689,0.0004149877,0.006243502],"genre_scores_gemma":[0.2717797,0.0006125286,0.7080449,0.0000787976,0.00004084786,0.01014083,0.001746422,0.00009825665,0.007457629],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009165364,"threshold_uncertainty_score":0.03066123,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2513859524","doi":"10.1080/1573062x.2016.1223323","title":"A practical overview of unsteady pipe flow modeling: from physics to numerical solutions","year":2016,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water Systems and Optimization","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Water hammer; Transient (computer programming); Confusion; Stability (learning theory); Computer science; Flow (mathematics); Unsteady flow; Numerical analysis; Applied mathematics; Engineering; Mechanics; Mechanical engineering; Mathematics; Physics","authors":[{"name":"Bong Seog Jung","is_ca":false},{"name":"Bryan Karney","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06791399298666562,"gpt":0.2561112467963144,"spread":0.1881972538096488,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001038671,0.001403108,0.0008323491,0.001710771,0.0006386884,0.002401033,0.001887532,0.002104463,0.004783342],"category_scores_gemma":[0.001812485,0.0008600172,0.0008476626,0.002390936,0.001970006,0.003436378,0.001506511,0.002538968,0.002994091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008813799,"about_ca_system_score_gemma":0.001084342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00193831,"about_ca_topic_score_gemma":0.001353143,"domain_scores_codex":[0.9993477,0.0002323291,0.0000621498,0.00007710187,0.0002503839,0.00003016515],"domain_scores_gemma":[0.9995284,0.0002225003,0.00005444103,0.0000628156,0.0001111422,0.00002066336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002789523,0.0001146619,0.0004877965,0.001387559,0.00002933032,0.0002277698,0.0003390378,0.1288132,0.005031265,0.6714708,0.02175509,0.1703157],"study_design_scores_gemma":[0.00001067565,0.000169007,0.0006315766,0.0007623043,0.00001834311,0.0004399576,0.0001469821,0.2587195,0.002383386,0.3869286,0.3497066,0.00008300916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001189485,0.03683983,0.9395849,0.002378775,0.0006487683,0.00006944765,0.0001258906,0.0004867944,0.01867608],"genre_scores_gemma":[0.07043323,0.2171156,0.6742793,0.001901408,0.003309113,0.000706434,0.0004960899,0.0006010498,0.03115781],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004783342,"threshold_uncertainty_score":0.01600182,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2034128347","doi":"10.1080/1573062x.2015.1025081","title":"Gross solids from combined sewers in dry weather and storms, elucidating production, storage and social factors","year":2015,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"Engineering and Physical Sciences Research Council; Sheffield Hallam University","keywords":"Sanitary sewer; Sewage; Environmental science; Hydrology (agriculture); Storm; Drainage; Erosion; Environmental engineering; Geography; Meteorology; Engineering; Ecology; Geology; Geotechnical engineering","authors":[{"name":"Kevin Spence","is_ca":false},{"name":"Christopher Digman","is_ca":false},{"name":"David Balmforth","is_ca":false},{"name":"James Houldsworth","is_ca":false},{"name":"Adrian J. Saul","is_ca":false},{"name":"James Meadowcroft","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02067142970827748,"gpt":0.2111419594430223,"spread":0.1904705297347448,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001942995,0.0002017767,0.0002462075,0.0009920401,0.0003305206,0.0005284348,0.0001140986,0.0001365044,0.001624134],"category_scores_gemma":[0.0005985727,0.0001298056,0.0002143994,0.001333522,0.0003216959,0.0002615502,0.0005825448,0.000126656,0.0002434848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000299919,"about_ca_system_score_gemma":0.0001705536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009504652,"about_ca_topic_score_gemma":0.01923162,"domain_scores_codex":[0.9998292,0.00002861849,0.00001630863,0.00003625992,0.00005416503,0.00003544095],"domain_scores_gemma":[0.9996183,0.00006576144,0.0001675847,0.00002432577,0.00005651145,0.00006761496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001939878,0.00003386102,0.9916175,0.00001708012,0.00002254411,0.0001310121,0.000788798,0.0001561429,0.003317459,0.00002480419,0.00006628262,0.003630435],"study_design_scores_gemma":[6.265915e-7,0.00005187621,0.9990187,8.423826e-7,0.000004352233,0.00004352998,0.0004268157,0.00006446557,0.0002865288,0.00001240903,0.00008877603,0.000001140759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999606,0.00001399051,0.00003054236,0.000002505232,4.439231e-7,0.000001584217,0.0001913189,0.00000113472,0.0001524827],"genre_scores_gemma":[0.999069,0.00003422339,0.00004945169,0.000002223836,0.000001692594,0.000002576953,0.0004445755,0.000001548265,0.0003947029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009504652,"threshold_uncertainty_score":0.01889867,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3046971621","doi":"10.1080/1573062x.2020.1800759","title":"Dynamics of material detachment from drinking water pipes under flushing conditions in a full-scale drinking water laboratory system","year":2020,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water Systems and Optimization","field":"Engineering","cited_by":13,"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":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Flushing; Environmental science; Geotechnical engineering; Flow (mathematics); Phase (matter); Materials science; Mechanics; Geology; Chemistry","authors":[{"name":"Artur Sass Braga","is_ca":true},{"name":"Rain Saulnier","is_ca":true},{"name":"Yves Filion","is_ca":true},{"name":"Alexandria Cushing","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006174662019821729,"gpt":0.1778698099909459,"spread":0.1716951479711242,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002651322,0.0002579658,0.0004920376,0.0003075929,0.0005167996,0.0004130723,0.0002847888,0.0004243321,0.0009834957],"category_scores_gemma":[0.0004014724,0.0001685277,0.0002932836,0.0001931071,0.0003806667,0.0003878209,0.0003964217,0.0004287504,0.0001921124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004088434,"about_ca_system_score_gemma":0.0002683881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003695094,"about_ca_topic_score_gemma":0.004438211,"domain_scores_codex":[0.9998042,0.00002148767,0.00001023941,0.00004847488,0.00005881531,0.00005685916],"domain_scores_gemma":[0.9997624,0.0000699395,0.00004827554,0.00001871606,0.00006287233,0.00003777338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006337263,0.0002163018,0.01613961,0.0001414202,0.00001883668,0.0003225476,0.0003616133,0.002597496,0.972757,0.00003071811,0.0001273061,0.006653437],"study_design_scores_gemma":[0.00005734005,0.004449068,0.215505,0.00002562817,0.00007701317,0.0002247625,0.00151169,0.03940596,0.7372742,0.00009089155,0.001308071,0.00007049396],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995124,0.00003494913,0.0002517787,0.000007519225,0.000002051427,0.00001175556,0.00004940763,0.00002008985,0.0001099373],"genre_scores_gemma":[0.9991947,0.000038489,0.0003954617,0.00000914943,0.000001316168,0.00001489962,0.00007569265,0.000004467803,0.0002657968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003695094,"threshold_uncertainty_score":0.007347167,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390580432","doi":"10.1080/1573062x.2023.2295310","title":"A fuzzy group decision-making model for Water Distribution Network rehabilitation","year":2024,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water Systems and Optimization","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Viewpoints; Prioritization; Rehabilitation; Fuzzy logic; Pipeline (software); Group decision-making; Computer science; Operations research; Engineering; Psychology; Management science; Medicine; Artificial intelligence; Physical therapy; Social psychology; Mechanical engineering","authors":[{"name":"Sattar Salehi","is_ca":false},{"name":"Marcele Elisa Fontana","is_ca":false},{"name":"Franz Tscheikner-Gratl","is_ca":false},{"name":"Manuel Herrera","is_ca":false},{"name":"Rehan Sadiq","is_ca":true},{"name":"Haroon R. Mian","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006286326004036844,"gpt":0.2087220626658196,"spread":0.2024357366617828,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002758468,0.001316856,0.001530542,0.001215422,0.001482043,0.002251608,0.002227687,0.002882987,0.006715377],"category_scores_gemma":[0.002748249,0.0006890357,0.001417666,0.001438606,0.001087239,0.0012783,0.00115605,0.001859592,0.0005217201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00315487,"about_ca_system_score_gemma":0.002760697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02624208,"about_ca_topic_score_gemma":0.01652645,"domain_scores_codex":[0.9986897,0.0006126987,0.00005061884,0.0002230513,0.0001957705,0.0002281861],"domain_scores_gemma":[0.9986842,0.0007672454,0.0001465292,0.00002976898,0.0002657413,0.0001065093],"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":[0.00004767423,0.00002913692,0.0003013032,0.00003122398,0.00002379615,0.00009351561,0.00007429985,0.9903347,0.0002312345,0.005920685,0.0002119173,0.002700441],"study_design_scores_gemma":[0.0000160884,0.00002627844,0.00006788849,0.00000599676,0.000008946528,0.000007008275,0.00002445331,0.9968358,0.00006498532,0.002698144,0.0002380844,0.000006349051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.124229,0.0005549262,0.8543035,0.001126408,0.0001709077,0.0004087927,0.000629306,0.0002223354,0.01835476],"genre_scores_gemma":[0.9137954,0.0003748404,0.07655384,0.0001190544,0.00003856697,0.0006881804,0.0002760549,0.00001943705,0.008134598],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02624208,"threshold_uncertainty_score":0.05217868,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4322618942","doi":"10.1080/1573062x.2023.2179927","title":"Key performance indicators for small and medium-sized urban water systems in a semi-arid region: a case study of Okanagan Valley, Canada","year":2023,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Performance indicator; Stormwater; Ranking (information retrieval); Environmental science; Wastewater; Delphi method; Water resource management; Balanced scorecard; Environmental resource management; Business; Environmental planning; Environmental engineering; Process management; Surface runoff; Computer science","authors":[{"name":"Sarin Raj Pokhrel","is_ca":true},{"name":"Gyan Chhipi‐Shrestha","is_ca":true},{"name":"Kasun Hewage","is_ca":true},{"name":"Rehan Sadiq","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01665141708101029,"gpt":0.2247911380757132,"spread":0.2081397209947029,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006247959,0.0003009851,0.0002169572,0.001720976,0.002684405,0.001719628,0.0006563878,0.0004385127,0.0006634491],"category_scores_gemma":[0.001171549,0.0001650976,0.00032336,0.004054324,0.0009523717,0.0003818958,0.0007707654,0.0003139988,0.00004496554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02011548,"about_ca_system_score_gemma":0.01357419,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9343646,"about_ca_topic_score_gemma":0.9725159,"domain_scores_codex":[0.9992998,0.0001231316,0.00003574282,0.0000474662,0.0001967581,0.0002970454],"domain_scores_gemma":[0.999041,0.0002458579,0.00009023448,0.00002062849,0.0004182714,0.0001839358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003594488,0.0006790087,0.8958294,0.0005471634,0.0001186324,0.01430183,0.02562841,0.0131326,0.006244066,0.003322476,0.001758525,0.03807842],"study_design_scores_gemma":[0.00002480857,0.0002922336,0.8195621,0.0001173985,0.00008063143,0.0006985829,0.1581271,0.01428928,0.001627045,0.0003240114,0.004797726,0.00005911612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977786,0.00007259497,0.0001657918,0.00005873216,0.000001029055,0.00007230788,0.0001329655,0.000003131164,0.001714821],"genre_scores_gemma":[0.9985905,0.0001246741,0.0004520603,0.00001435377,6.763989e-7,0.00002361369,0.0001169084,0.000001432155,0.0006757177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06563538,"threshold_uncertainty_score":0.1459487,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3198663138","doi":"10.1080/1573062x.2021.1971264","title":"Stochastic long-term reliability of water distribution networks using Monte Carlo simulation","year":2021,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water Systems and Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Jacobs (Canada)","funders":"","keywords":"Monte Carlo method; Reliability (semiconductor); Benchmark (surveying); Probabilistic logic; Term (time); Computer science; Stochastic simulation; Stochastic modelling; Probability distribution; Mathematical optimization; Component (thermodynamics); Time horizon; Reliability engineering; Engineering; Mathematics; Statistics; Artificial intelligence","authors":[{"name":"Mehdi Dini","is_ca":false},{"name":"Amin Mohammadikaleibar","is_ca":false},{"name":"Saeed Hashemi","is_ca":true},{"name":"Vahid Nourani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01108458976399787,"gpt":0.208129501930721,"spread":0.1970449121667232,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001785612,0.0005307012,0.0007750512,0.0007963933,0.0004297018,0.0008040281,0.0009382599,0.0008651859,0.0009623849],"category_scores_gemma":[0.004661479,0.0005374863,0.0008466588,0.0007046353,0.0007400538,0.0009638053,0.0005725676,0.0008878236,0.0001284923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001101345,"about_ca_system_score_gemma":0.0010471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01136667,"about_ca_topic_score_gemma":0.00793347,"domain_scores_codex":[0.9992995,0.000373316,0.00002517859,0.00007236474,0.0001659385,0.00006365771],"domain_scores_gemma":[0.9973718,0.001966662,0.0002265715,0.000146272,0.0002310365,0.00005761279],"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":[0.000004685431,0.000002958369,0.0001929816,0.000004000185,0.000005559621,0.000009182627,0.000005457363,0.9970677,0.0001010301,0.001741432,0.00002423593,0.0008407685],"study_design_scores_gemma":[6.623668e-7,0.000001708073,0.00003819002,0.00000105289,0.000001105185,0.000002180332,9.697741e-7,0.9993262,0.00003775856,0.0005497648,0.00003918331,0.000001161127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.044795,0.000325692,0.9521822,0.0001343686,0.00002348872,0.00003887793,0.00007675172,0.0002390584,0.002184547],"genre_scores_gemma":[0.9312342,0.0003439927,0.06646895,0.00003465308,0.00004153174,0.0001690246,0.0001476457,0.00007384983,0.001486072],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01136667,"threshold_uncertainty_score":0.02260101,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391733238","doi":"10.1080/1573062x.2024.2312497","title":"Optimal distribution of green and grey infrastructures coupled with real time control of the sewer for combined sewer overflows control as an adaptation measure to climate change","year":2024,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Tetra Tech (Canada); Université Laval; Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Combined sewer; Environmental science; Hydrology (agriculture); Real-time Control System; Volume (thermodynamics); Green infrastructure; Climate change; Environmental engineering; Sanitary sewer; Control (management); Environmental resource management; Stormwater; Computer science; Engineering; Geology; Oceanography","authors":[{"name":"Marie‐Ève Jean","is_ca":true},{"name":"Camille Morin","is_ca":true},{"name":"Juan Esteban Ossa Ossa","is_ca":true},{"name":"Sophie Duchesne","is_ca":true},{"name":"Geneviève Pelletier","is_ca":true},{"name":"Martin Pleau","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008383554433658404,"gpt":0.2017644553513889,"spread":0.1933809009177305,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004281143,0.0006293089,0.0005610542,0.0004613567,0.0003429446,0.0007138671,0.0005601381,0.0004870749,0.001547845],"category_scores_gemma":[0.000983189,0.0002994821,0.0004101809,0.0004531807,0.0004825005,0.0003856421,0.0004496977,0.0003377343,0.00007839033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002361851,"about_ca_system_score_gemma":0.002647533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.154979,"about_ca_topic_score_gemma":0.1810365,"domain_scores_codex":[0.9997571,0.00006198196,0.000006266748,0.00003852289,0.00004011604,0.00009588599],"domain_scores_gemma":[0.999638,0.000155219,0.00005785459,0.00001798618,0.00007820563,0.00005287228],"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":[0.00005436605,0.00003216704,0.001054491,0.000009669496,0.00001120674,0.00002108816,0.000008096126,0.9951169,0.00117152,0.0001959709,0.00007016795,0.002254357],"study_design_scores_gemma":[0.00002888393,0.00009620882,0.001908189,0.000002106068,0.00001756676,0.000004146247,0.00004487723,0.9965039,0.001074652,0.0001432746,0.0001703794,0.000005702552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548481,0.00008010882,0.03949431,0.0001213345,0.00001747702,0.0001172836,0.0001812849,0.0001755007,0.004964533],"genre_scores_gemma":[0.9955455,0.00001634657,0.00386036,0.000006208199,8.571151e-7,0.00001928827,0.00003256812,0.000005267359,0.0005136089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.154979,"threshold_uncertainty_score":0.3081538,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396760868","doi":"10.1080/1573062x.2024.2351856","title":"Increasing knowledge and trust to overcome barriers to green infrastructure implementation: a Vancouver case study","year":2024,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Noise Effects and Management","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Green infrastructure; Business; Environmental planning; Transport engineering; Environmental science; Engineering","authors":[{"name":"Nicole Jang","is_ca":true},{"name":"Andréanne Doyon","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01870345815290143,"gpt":0.3895365015771761,"spread":0.3708330434242746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003315311,0.0003797471,0.0004749036,0.00127912,0.02226782,0.004884629,0.001837895,0.002292866,0.003631924],"category_scores_gemma":[0.008428768,0.0006034163,0.0002140128,0.002234575,0.004762081,0.00157158,0.004795155,0.002771447,0.0003394228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02353254,"about_ca_system_score_gemma":0.02932054,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7600335,"about_ca_topic_score_gemma":0.9069111,"domain_scores_codex":[0.9960723,0.001720839,0.0001170568,0.0002382208,0.0007722529,0.001079338],"domain_scores_gemma":[0.9911736,0.003461476,0.0004785415,0.0003758374,0.002152843,0.002357814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001349677,0.0009963887,0.06474567,0.0003160352,0.00002682346,0.0280001,0.8361452,0.0006918815,0.001585794,0.007045177,0.006082644,0.05422932],"study_design_scores_gemma":[0.00002302261,0.0001997752,0.0191374,0.0001939443,0.00001755873,0.001978909,0.9517998,0.0005815796,0.0003716657,0.0006239355,0.02502686,0.00004561831],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797507,0.0002370062,0.0004183603,0.002668092,0.00002361665,0.0001600106,0.00003492795,0.000007778272,0.01669955],"genre_scores_gemma":[0.990898,0.0006429336,0.0007396874,0.0004160147,0.000007938685,0.00007493939,0.00002730674,0.000009171672,0.007184125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2399665,"threshold_uncertainty_score":0.4827594,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2523819596","doi":"10.1080/1573062x.2016.1236137","title":"Using sensitivity analysis to identify the critical factors that lower the factor of safety of large-diameter cast iron mains","year":2016,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Research, Innovation and Science","keywords":"Safety factor; Sensitivity (control systems); Scaling; Cast iron; Factor of safety; Materials science; Work (physics); Geotechnical engineering; Mains electricity; Structural engineering; Environmental science; Composite material; Engineering; Mathematics; Mechanical engineering","authors":[{"name":"Daniel Wilson","is_ca":false},{"name":"Ian D. Moore","is_ca":true},{"name":"Yves Filion","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0209258034720911,"gpt":0.262797565548499,"spread":0.2418717620764079,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00296768,0.001127067,0.0007762337,0.00124006,0.0003214381,0.0008399691,0.0004602734,0.0007762541,0.00111211],"category_scores_gemma":[0.009185748,0.0004890903,0.001261915,0.0004763839,0.0004429786,0.0007419378,0.0005438228,0.0006678346,0.0001001196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008487829,"about_ca_system_score_gemma":0.0008324006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005127537,"about_ca_topic_score_gemma":0.00314651,"domain_scores_codex":[0.999002,0.0004025682,0.00004453111,0.0001288955,0.0002747595,0.0001472284],"domain_scores_gemma":[0.9899574,0.00864961,0.0006607805,0.0002232448,0.0004328564,0.00007612273],"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":[0.0002968645,0.0001154944,0.01631694,0.0001928908,0.0002141393,0.0002236105,0.00006174923,0.946981,0.0251895,0.0009802486,0.0001766044,0.009251063],"study_design_scores_gemma":[0.00002854915,0.0008936899,0.01762907,0.00003017833,0.000202831,0.0001174238,0.0001475043,0.957428,0.0209603,0.001898602,0.0006027852,0.00006097848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8916031,0.0002710189,0.1053452,0.0001466883,0.0000251076,0.0001449399,0.0002366302,0.0001840126,0.002043382],"genre_scores_gemma":[0.9952396,0.00005049673,0.004368826,0.00001714655,0.000002557555,0.00002667467,0.00006324522,0.000008290375,0.0002230993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005127537,"threshold_uncertainty_score":0.0156948,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3210706655","doi":"10.1080/1573062x.2021.1995764","title":"Energy exchange analysis of a closed conduit transient mixed flow following an air pocket entrapment using a simplified shock-fitting approach","year":2021,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanics; Kinetic energy; Cabin pressurization; Electrical conduit; Materials science; Flow (mathematics); Shock (circulatory); Transient (computer programming); Mechanical energy; Energy (signal processing); Thermodynamics; Composite material; Mechanical engineering; Classical mechanics; Engineering; Physics","authors":[{"name":"Arman Rokhzadi","is_ca":true},{"name":"Musandji Fuamba","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01915621385339485,"gpt":0.2305361457919728,"spread":0.2113799319385779,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002176102,0.0004124113,0.0004963789,0.0005183662,0.000412651,0.0004942114,0.0007145883,0.0007543327,0.002489689],"category_scores_gemma":[0.0005923646,0.0001986568,0.0005422304,0.0003419189,0.0005523521,0.0005016963,0.0003955324,0.0005624235,0.0001576739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004534562,"about_ca_system_score_gemma":0.0004175056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009841261,"about_ca_topic_score_gemma":0.002816988,"domain_scores_codex":[0.9999406,0.00001004827,0.000004565619,0.00001206022,0.00001516298,0.00001753487],"domain_scores_gemma":[0.9998047,0.00009395859,0.00002698976,0.00001553313,0.00003940237,0.00001946515],"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":[0.0006161272,0.000248693,0.003075199,0.0001697903,0.0000553575,0.001123142,0.0002377472,0.8857856,0.08575399,0.007196154,0.0005472749,0.01519084],"study_design_scores_gemma":[0.000006161249,0.00002432305,0.000650883,0.000001597499,0.000003617172,0.0000166893,0.0000160008,0.9967642,0.002278809,0.0001455816,0.00008641662,0.000005821771],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9011253,0.0002245176,0.0924978,0.0001616583,0.00004573636,0.00006770945,0.0002125658,0.0005122366,0.005152444],"genre_scores_gemma":[0.9952658,0.00004490088,0.003036218,0.00001434876,0.000004462308,0.00002219573,0.00005949195,0.00003664937,0.001515959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009841261,"threshold_uncertainty_score":0.01956797,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383224603","doi":"10.1080/1573062x.2023.2229298","title":"Performance Assessment Method for Small- and Medium-Sized Urban Water Systems: Development and Implementation","year":2023,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water resources management and optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Performance indicator; Stormwater; Stormwater management; Performance management; Computer science; Environmental economics; Environmental science; Business","authors":[{"name":"Sarin Raj Pokhrel","is_ca":true},{"name":"Gyan Chhipi‐Shrestha","is_ca":true},{"name":"Haroon R. Mian","is_ca":true},{"name":"Kasun Hewage","is_ca":true},{"name":"Rehan Sadiq","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01727839027692874,"gpt":0.2519969279259108,"spread":0.234718537648982,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009009157,0.0009996373,0.0007474002,0.003743377,0.0007259844,0.001513175,0.0008650697,0.0005627681,0.002012932],"category_scores_gemma":[0.02047744,0.0002993879,0.0006317695,0.003146289,0.0005665435,0.001819327,0.00123902,0.0008350831,0.0005630954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001381782,"about_ca_system_score_gemma":0.002451092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00299932,"about_ca_topic_score_gemma":0.003495279,"domain_scores_codex":[0.9935452,0.002303913,0.0005083509,0.0005177157,0.002956097,0.0001687101],"domain_scores_gemma":[0.986852,0.005978765,0.001774907,0.00057919,0.004534333,0.0002808141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005411432,0.001058875,0.08355171,0.0009854512,0.0002413619,0.0001605967,0.001503283,0.06957126,0.01808582,0.007879382,0.004014287,0.8124069],"study_design_scores_gemma":[0.0001850614,0.002805536,0.1159284,0.0003747965,0.0001496936,0.0004071937,0.003399306,0.8059608,0.03836857,0.01381106,0.01830716,0.0003024789],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1816086,0.0002646757,0.7991687,0.0003848614,0.00007835274,0.001831791,0.0008075844,0.00130356,0.01455181],"genre_scores_gemma":[0.6132242,0.0001889144,0.3832047,0.00004148743,0.00001977586,0.001262353,0.0005239137,0.00005613539,0.001478382],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009009157,"threshold_uncertainty_score":0.04764551,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2065209617","doi":"10.1080/15730620903242832","title":"Trends and multi-decadal variability of annual maximum precipitation for Seoul, South Korea","year":2009,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Climate variability and models","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Joint Institute for the Study of the Atmosphere and Ocean","keywords":"Precipitation; Flood myth; Climatology; Wavelet; Geography; Christian ministry; Series (stratigraphy); Environmental science; Meteorology; Political science; Geology; Computer science","authors":[{"name":"Dae Il Jeong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01786613786130237,"gpt":0.2451585583975686,"spread":0.2272924205362662,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002406518,0.00009751276,0.00008407168,0.0004565093,0.00007681482,0.0002310625,0.00009010245,0.000083962,0.0005923127],"category_scores_gemma":[0.0003387344,0.00006700311,0.000102474,0.0006091264,0.00004737313,0.000265899,0.0002165032,0.0001282397,0.00008721077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000151231,"about_ca_system_score_gemma":0.0001150938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003535286,"about_ca_topic_score_gemma":0.006597574,"domain_scores_codex":[0.9999646,0.000005085624,0.000004496569,0.00001202984,0.000007733543,0.000005972082],"domain_scores_gemma":[0.9998094,0.00004048488,0.00006693136,0.0000153485,0.00004594447,0.00002186913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001503765,0.0000415385,0.9608703,0.00005845862,0.0001287494,0.0002159557,0.0004777968,0.005467836,0.006898885,0.0002685258,0.000838917,0.02458264],"study_design_scores_gemma":[0.000003217994,0.00002666134,0.9908147,0.000004198573,0.00001755872,0.00005775232,0.0002972581,0.007752604,0.0004242568,0.00005817931,0.0005387556,0.000004836843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992148,0.00003138955,0.0002103799,0.00002306737,0.000001281416,0.000001137051,0.0003630544,0.000006326912,0.0001484815],"genre_scores_gemma":[0.9993271,0.00002228779,0.0001216816,0.000002215022,0.000001045445,0.000002023682,0.0004346296,0.000001920224,0.00008712128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003535286,"threshold_uncertainty_score":0.007029474,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4288039708","doi":"10.1080/1573062x.2022.2102509","title":"Sensitivity-based adaptive procedure (SAP) for optimal rehabilitation of sewer systems","year":2022,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water Systems and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada; University of Ottawa","funders":"","keywords":"Sorting; Sensitivity (control systems); Particle swarm optimization; Computer science; Multi-objective optimization; Mathematical optimization; Genetic algorithm; Engineering; Mathematics; Algorithm","authors":[{"name":"Xiatong Cai","is_ca":true},{"name":"Hamidreza Shirkhani","is_ca":true},{"name":"Abdolmajid Mohammadian","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007369749817494957,"gpt":0.1815846029330112,"spread":0.1742148531155162,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009568759,0.0009634275,0.0007164461,0.0007345708,0.0004764737,0.0004845903,0.0007231599,0.0008911692,0.001453653],"category_scores_gemma":[0.002212641,0.000482195,0.001033069,0.0004901642,0.0006269463,0.0006959945,0.001087294,0.0009636314,0.000129961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004807502,"about_ca_system_score_gemma":0.00145959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005965772,"about_ca_topic_score_gemma":0.004487345,"domain_scores_codex":[0.9995126,0.0001971832,0.00002350721,0.00008220722,0.0001226648,0.00006196839],"domain_scores_gemma":[0.9992346,0.0004871048,0.00008857015,0.00004166891,0.0001177824,0.00003026708],"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":[0.00002518347,0.00002834791,0.0004830217,0.00003928813,0.00003384721,0.00003915855,0.00002486789,0.981075,0.001945789,0.001591932,0.0002210433,0.01449251],"study_design_scores_gemma":[0.000004342481,0.00003039488,0.0001172347,0.000003328695,0.000006367991,0.000009107097,0.000003802969,0.9985727,0.0003879787,0.0007049444,0.000155599,0.000004226132],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04170951,0.000187555,0.9553474,0.0001183464,0.00002697951,0.00009916196,0.00003372854,0.0003727205,0.002104743],"genre_scores_gemma":[0.8972213,0.0001327676,0.1009752,0.0001021232,0.00001701431,0.0002288143,0.00008365844,0.00006246588,0.001176748],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005965772,"threshold_uncertainty_score":0.0118621,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4323667522","doi":"10.1080/1573062x.2023.2183136","title":"Stormwater treatment using an ultrafiltration membrane and pulsatile fluid flow","year":2023,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Vetenskapsrådet; VINNOVA","keywords":"Ultrafiltration (renal); Environmental science; Stormwater; Turbidity; Membrane; Environmental engineering; Suspended solids; Sedimentation; Total suspended solids; Membrane fouling; Productivity; Chemistry; Chromatography; Sewage treatment; Fouling; Chemical oxygen demand; Sediment; Wastewater; Geology; Surface runoff","authors":[{"name":"Saida Kaykhaii","is_ca":false},{"name":"Inga Herrmann","is_ca":false},{"name":"Annelie Hedström","is_ca":false},{"name":"Kerstin Nordqvist","is_ca":false},{"name":"Maria Viklander","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03231850354156619,"gpt":0.2370368318148315,"spread":0.2047183282732653,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002629478,0.0003004714,0.0004573434,0.0003355142,0.0003450069,0.0003583606,0.0002424757,0.0005016847,0.0004171376],"category_scores_gemma":[0.0001811137,0.0001612889,0.0005988916,0.0004101007,0.0001815049,0.0003681308,0.0002549031,0.0003903822,0.0001330513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003872498,"about_ca_system_score_gemma":0.0003297077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001501401,"about_ca_topic_score_gemma":0.001223555,"domain_scores_codex":[0.9997212,0.00003084441,0.0000251335,0.00005835616,0.0001160801,0.00004836613],"domain_scores_gemma":[0.9999294,0.00001124941,0.00001903425,0.000006259125,0.00002332868,0.00001057326],"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":[0.00006135525,0.00002626509,0.000232856,0.0000553121,0.000005102648,0.00001872633,0.00001374515,0.0001492319,0.9951756,0.00004499583,0.0000275365,0.00418922],"study_design_scores_gemma":[0.00001177651,0.0002648166,0.002380945,0.000003541242,0.00001375575,0.0000677826,0.00001664185,0.001334619,0.9946054,0.00002911495,0.001266254,0.000005470808],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785476,0.0009917455,0.01904633,0.0001139657,0.00005957618,0.0000617586,0.0001270026,0.0001282918,0.0009236026],"genre_scores_gemma":[0.976855,0.0009254265,0.01998308,0.00009119044,0.00002880981,0.00007742119,0.0001644314,0.00001679984,0.001857821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001501401,"threshold_uncertainty_score":0.002985299,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407609002","doi":"10.1080/1573062x.2025.2456745","title":"An experimental study on the hydraulics of stormwater inlets","year":2025,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"National Research Council Canada; Lakehead University","funders":"","keywords":"Hydraulics; Stormwater management; Stormwater; Inlet; Environmental science; Hydrology (agriculture); Engineering; Geotechnical engineering; Geology; Surface runoff; Geomorphology","authors":[{"name":"Amir H. Azimi","is_ca":true},{"name":"L.J. Poirier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01605771765333703,"gpt":0.2521519883594168,"spread":0.2360942707060798,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007493165,0.0004681415,0.0007930838,0.0002108414,0.0006223841,0.0005462832,0.0004941007,0.0005308891,0.002072786],"category_scores_gemma":[0.001332456,0.0002425488,0.0004130054,0.0002268261,0.000624667,0.000676841,0.0005320543,0.0005803113,0.0003058139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005059289,"about_ca_system_score_gemma":0.0007092414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001489921,"about_ca_topic_score_gemma":0.002097243,"domain_scores_codex":[0.9991002,0.0001217749,0.00008248366,0.0002221773,0.0002939152,0.0001794315],"domain_scores_gemma":[0.9989305,0.0003815481,0.0001481087,0.0001244088,0.0003268707,0.00008855064],"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":[0.0006090259,0.0003556875,0.002851042,0.0001366745,0.00001531892,0.00007001949,0.0002177822,0.001098095,0.9889392,0.00008657911,0.0001224534,0.005498194],"study_design_scores_gemma":[0.0000408286,0.004496719,0.006872913,0.00001113758,0.00002786992,0.00003989149,0.0001397065,0.002783425,0.9843445,0.00004209167,0.001180997,0.00001982839],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962787,0.00009156256,0.002694941,0.00002577456,0.00003315051,0.00007103803,0.0002188215,0.00006047323,0.0005255021],"genre_scores_gemma":[0.9944029,0.0001618758,0.003505593,0.00003681238,0.00002090505,0.00009664295,0.0002548895,0.00001751653,0.001502833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002072786,"threshold_uncertainty_score":0.006934166,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413195495","doi":"10.1080/1573062x.2025.2540513","title":"Impact of climate change on infiltration and inflow: a modelling approach for urban wastewater systems","year":2025,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Inflow; Infiltration (HVAC); Environmental science; Climate change; Wastewater; Stormwater; Environmental engineering; Hydrology (agriculture); Water resource management; Environmental resource management; Engineering; Geotechnical engineering; Geology; Meteorology; Surface runoff; Geography; Ecology; Oceanography","authors":[{"name":"Iraklis Nikoletos","is_ca":true},{"name":"Παναγιώτα Γαλιατσάτου","is_ca":false},{"name":"Dimitrios Malamataris","is_ca":false},{"name":"Philippos Ganoulis","is_ca":false},{"name":"Antigoni Zafeirakou","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02862360952707324,"gpt":0.243945044455689,"spread":0.2153214349286158,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000362916,0.0005962347,0.0005392452,0.0006747394,0.0005881335,0.001178638,0.0007414172,0.001483876,0.002032355],"category_scores_gemma":[0.0006849049,0.0003591133,0.00135774,0.001154006,0.0004556037,0.0008309532,0.0008555692,0.0007606104,0.0001792541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001584596,"about_ca_system_score_gemma":0.00129296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03256077,"about_ca_topic_score_gemma":0.02731666,"domain_scores_codex":[0.9998105,0.00007490333,0.000009787947,0.00003850548,0.00002538435,0.00004097137],"domain_scores_gemma":[0.9997564,0.0001200262,0.00003971798,0.00001824063,0.00004388178,0.00002177086],"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":[0.00001493258,0.00003496035,0.003483364,0.00001807706,0.00002001594,0.00005153473,0.00003589185,0.9923195,0.000554049,0.001618978,0.0001422548,0.001706454],"study_design_scores_gemma":[0.000008889185,0.00003470148,0.002396128,0.000006844025,0.00001324917,0.00001893161,0.0001057219,0.9945742,0.0003462859,0.001584187,0.0008984333,0.00001234068],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8829736,0.0004853974,0.09114631,0.001105011,0.00007120017,0.0001620925,0.002333955,0.000349613,0.02137287],"genre_scores_gemma":[0.9875355,0.0003392456,0.008297817,0.00004342221,0.00001824904,0.0001118627,0.0003646703,0.00004267654,0.003246549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03256077,"threshold_uncertainty_score":0.06474251,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4402128569","doi":"10.1080/1573062x.2024.2397783","title":"Adaptative water quality management in water distribution systems by optimizing control valves and chlorination booster stations","year":2024,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Natural Sciences and Engineering Research Council of Canada; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Booster (rocketry); Chlorine; Environmental science; Environmental engineering; Engineering; Chemistry","authors":[{"name":"Meysam Maleki","is_ca":true},{"name":"Geneviève Pelletier","is_ca":true},{"name":"Manuel J. Rodríguez","is_ca":true},{"name":"Raziyeh Farmani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009170681749712875,"gpt":0.2157052558020089,"spread":0.206534574052296,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003909619,0.0004506555,0.0002681815,0.0002895264,0.0001528685,0.000665343,0.0005615456,0.0003139638,0.0004115265],"category_scores_gemma":[0.000554501,0.0001930239,0.000269684,0.0002591251,0.0002838966,0.0004131548,0.0002995981,0.0002593187,0.00004305702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007652303,"about_ca_system_score_gemma":0.0005421751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006690246,"about_ca_topic_score_gemma":0.008191478,"domain_scores_codex":[0.9998037,0.00005453835,0.00001003046,0.00004674585,0.00004577137,0.00003926486],"domain_scores_gemma":[0.9998605,0.000053333,0.00004071598,0.00001292568,0.00002269367,0.000009776291],"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":[0.0001671065,0.0002611329,0.00509155,0.000106154,0.00004503552,0.0001095185,0.00004817279,0.8732405,0.06169767,0.0009335355,0.0001865489,0.05811305],"study_design_scores_gemma":[0.00005415282,0.0004731297,0.004300632,0.000006957031,0.00004653175,0.00003524904,0.00007769034,0.9640068,0.02930853,0.0007504363,0.0009188941,0.0000209285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.868656,0.0002825401,0.1278335,0.0001126295,0.00001468473,0.0001468877,0.00005245251,0.0001956253,0.002705623],"genre_scores_gemma":[0.9939733,0.00004591863,0.005649226,0.000006307009,0.000001565781,0.0000133939,0.0000104644,0.000003579697,0.0002962278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006690246,"threshold_uncertainty_score":0.01330256,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4417023108","doi":"10.1080/1573062x.2025.2597939","title":"Modelling of hydraulic impacts arising from wipe-caused blockages in sewers","year":2025,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Landfill Environmental Impact Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sanitary sewer; Combined sewer; Hydrology (agriculture); Hydraulic machinery","authors":[{"name":"Katayoun Kargar","is_ca":true},{"name":"Darko Joksimovic","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01436134833881204,"gpt":0.2148066244909691,"spread":0.2004452761521571,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003010624,0.0004631723,0.0006135968,0.0005378989,0.0004866006,0.00107755,0.0007917341,0.001353122,0.001809177],"category_scores_gemma":[0.001015443,0.0003727633,0.0006785965,0.000474531,0.0006769907,0.0007860958,0.0006431545,0.0005327419,0.0001573849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001456462,"about_ca_system_score_gemma":0.001425248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02887293,"about_ca_topic_score_gemma":0.01881661,"domain_scores_codex":[0.9997749,0.00004848205,0.00001331153,0.00004426364,0.00003939819,0.00007963832],"domain_scores_gemma":[0.9994683,0.0002636411,0.00007650197,0.00004333096,0.00008882775,0.00005942187],"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":[0.00002260411,0.00002797584,0.002289408,0.00001058131,0.000006652756,0.00005575355,0.00001906482,0.9945016,0.001544029,0.0002983634,0.00005577541,0.001168224],"study_design_scores_gemma":[0.000006278198,0.00002790359,0.001033799,0.000003010569,0.000005706244,0.00000887703,0.00003783499,0.9979616,0.0006227191,0.0001600125,0.0001273441,0.00000498516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773738,0.00007815194,0.01725811,0.0001229793,0.00002043025,0.00005851647,0.0003552954,0.0001352548,0.004597586],"genre_scores_gemma":[0.9967396,0.00007341411,0.001460871,0.000008690345,0.000003286504,0.00002790951,0.00009829188,0.00001391798,0.001573988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02887293,"threshold_uncertainty_score":0.05740976,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}