{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":11,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":11,"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":"6144c0f733f3","filters":{"venue":"World Environmental And Water Resources Congress 2012"}},"results":[{"id":"W2316277882","doi":"10.1061/9780784412312.302","title":"Contaminant Intrusion in Water Distribution Systems: An Ingress Model","year":2012,"lang":"en","type":"article","venue":"World Environmental And Water Resources Congress 2012","topic":"Water Systems and Optimization","field":"Engineering","cited_by":5,"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":"Intrusion; Dimensionless quantity; Factorial experiment; Environmental science; Set (abstract data type); Computer science; Statistics; Geotechnical engineering; Mathematics; Soil science; Geology; Mechanics","authors":[{"name":"Saheb Mansour‐Rezaei","is_ca":true},{"name":"Gholamreza Naser","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006468667433485093,"gpt":0.1696813928437825,"spread":0.1632127254102974,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006736863,0.001149612,0.001316891,0.0007520986,0.0008421118,0.00154612,0.001979447,0.002492928,0.003199619],"category_scores_gemma":[0.001565441,0.0007176484,0.001236556,0.0008512796,0.0009466868,0.001242799,0.001402405,0.001466006,0.0004762441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001510698,"about_ca_system_score_gemma":0.001321139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02690563,"about_ca_topic_score_gemma":0.009160792,"domain_scores_codex":[0.9996145,0.0001020704,0.00001715202,0.00008860619,0.00007874503,0.00009894969],"domain_scores_gemma":[0.9993955,0.0003003602,0.0000998875,0.0000203187,0.000127077,0.00005689519],"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":[0.0000427119,0.0000330457,0.0004191386,0.00002466355,0.00001011544,0.00007458757,0.00003301298,0.9948468,0.0007432859,0.002401554,0.00013572,0.001235261],"study_design_scores_gemma":[0.000007325076,0.00001858634,0.00006490094,0.000001828172,0.00000648712,0.000004205242,0.000008154725,0.9993349,0.0001072059,0.0003010018,0.0001424281,0.000002984256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5152304,0.001150336,0.4407677,0.001487051,0.0001619198,0.0003150477,0.00104947,0.0006968417,0.03914122],"genre_scores_gemma":[0.9708554,0.0004692938,0.008777612,0.00009378612,0.0000317427,0.0002170892,0.0002265406,0.00005994331,0.01926856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02690563,"threshold_uncertainty_score":0.05349803,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2329907258","doi":"10.1061/9780784412312.015","title":"Remediation of Gasoline Contaminated Soil Using Surfactant Enhanced Aquifer Remediation (SEAR)","year":2012,"lang":"en","type":"article","venue":"World Environmental And Water Resources Congress 2012","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Gasoline; Pulmonary surfactant; Environmental remediation; Contamination; Isopropyl alcohol; Solvent; Electrolyte; Chemistry; Chromatography; Environmental science; Waste management; Environmental chemistry; Organic chemistry; Electrode","authors":[{"name":"Lei Zheng","is_ca":false},{"name":"Sungho Yoon","is_ca":false},{"name":"Anne Dudek Ronan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009935802800137021,"gpt":0.2037475096434447,"spread":0.1938117068433077,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000195796,0.0003481416,0.0003254327,0.0003328447,0.0001892339,0.0004338322,0.0002758724,0.0003061123,0.0004936763],"category_scores_gemma":[0.0001957678,0.0001040249,0.0002777827,0.0002499124,0.000171794,0.000324571,0.0003735952,0.000140364,0.0001926936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000277142,"about_ca_system_score_gemma":0.0004586894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002619339,"about_ca_topic_score_gemma":0.008220987,"domain_scores_codex":[0.9998272,0.00003730235,0.00001804791,0.00003272953,0.00005414783,0.00003065643],"domain_scores_gemma":[0.9999344,0.000009704666,0.00002472666,0.000005524624,0.0000196191,0.00000599324],"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":[0.00004772075,0.00003106398,0.001127187,0.0001208119,0.000007990606,0.0001040302,0.00002542683,0.000356327,0.9868303,0.0000468207,0.0000302684,0.01127207],"study_design_scores_gemma":[0.00001004397,0.0005254484,0.002742012,0.000008765148,0.0000194333,0.0002248699,0.00007831641,0.001317858,0.9931822,0.00002587448,0.001855687,0.000009388021],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989886,0.0009381655,0.007582715,0.0001079886,0.000009964623,0.00006764258,0.000103645,0.0001378984,0.001165966],"genre_scores_gemma":[0.9821769,0.001503236,0.01403927,0.00004229272,0.000003715261,0.00002808361,0.0001537446,0.00001345008,0.002039306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002619339,"threshold_uncertainty_score":0.005208135,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2168430446","doi":"10.1061/9780784412312.295","title":"A New Optimization Framework That Includes Water Conservation Strategies to Reduce Demand in Water Distribution Networks","year":2012,"lang":"en","type":"article","venue":"World Environmental And Water Resources Congress 2012","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":"Queen's University","funders":"","keywords":"Upgrade; Water conservation; Reuse; Environmental economics; Demand management; Peak demand; Computer science; Water resources; Environmental science; Electricity; Engineering; Waste management; Economics","authors":[{"name":"Alexandra Oldford","is_ca":true},{"name":"Yves Filion","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007891050717314866,"gpt":0.1877782704870081,"spread":0.1798872197696932,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001487174,0.001758121,0.001473058,0.0007434885,0.0004750166,0.001507209,0.001691955,0.001584187,0.003287045],"category_scores_gemma":[0.00146476,0.0006046638,0.001223337,0.0011651,0.0006656817,0.002232201,0.001117132,0.001355535,0.000328294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001306341,"about_ca_system_score_gemma":0.001571721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004536765,"about_ca_topic_score_gemma":0.005482662,"domain_scores_codex":[0.999182,0.0003569363,0.00002524463,0.0001446173,0.0002139498,0.00007724835],"domain_scores_gemma":[0.9996427,0.00018635,0.00004418652,0.00002233262,0.00007342082,0.00003100353],"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":[0.000008520782,0.00004005436,0.0001071437,0.00005453516,0.00002639554,0.00002866734,0.00001396844,0.972089,0.0004903412,0.01787139,0.0008681726,0.008401771],"study_design_scores_gemma":[0.000008598866,0.00002866587,0.00005811233,0.000008041899,0.00001075819,0.00001211222,0.000007817524,0.9908744,0.0001237396,0.007014708,0.001847679,0.000005278062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004827948,0.0003680548,0.9878996,0.0003618967,0.00008682586,0.00005537757,0.00009371046,0.0000727907,0.006233721],"genre_scores_gemma":[0.4275067,0.002006566,0.5512947,0.0005524414,0.0004181719,0.0006305226,0.0003836552,0.0002451875,0.01696209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004536765,"threshold_uncertainty_score":0.01099628,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2142236504","doi":"10.1061/9780784412312.321","title":"Multi-Objective Rehabilitation Planning of Water Distribution Systems under Climate Change Mitigation Scenarios","year":2012,"lang":"en","type":"article","venue":"World Environmental And Water Resources Congress 2012","topic":"Water Systems and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Queen's University","funders":"","keywords":"Greenhouse gas; Discounting; Status quo; Environmental science; Climate change; Carbon price; Electricity; Environmental economics; Natural resource economics; Distribution (mathematics); Water conservation; Environmental engineering; Business; Water resources; Computer science; Economics; Engineering","authors":[{"name":"Ehsan Roshani","is_ca":true},{"name":"Yves Filion","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01021057115532852,"gpt":0.1930808512030745,"spread":0.182870280047746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001020036,0.0008420158,0.0007663859,0.00094992,0.0005082841,0.001019933,0.0007252825,0.001088815,0.001871201],"category_scores_gemma":[0.001946456,0.0006994735,0.0006529558,0.0007742418,0.0008039169,0.001075876,0.0006691719,0.000738011,0.0001061899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003822993,"about_ca_system_score_gemma":0.002180259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0612442,"about_ca_topic_score_gemma":0.0677693,"domain_scores_codex":[0.9996436,0.0001728577,0.000009277795,0.0000447604,0.00003651924,0.00009299467],"domain_scores_gemma":[0.9993518,0.0003704546,0.000094513,0.00001630053,0.00006433442,0.0001026753],"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":[0.00002133869,0.000009672556,0.0002089488,0.000005654384,0.000004535615,0.00001844883,0.000005573015,0.9983925,0.00007836681,0.0003554919,0.00003989171,0.0008595635],"study_design_scores_gemma":[0.00001014097,0.00002651513,0.0002065902,0.000002545745,0.000004703888,0.000002587764,0.00002287501,0.9989813,0.0001291517,0.0005339825,0.00007642999,0.000003166636],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8466938,0.0004921209,0.1417684,0.000751517,0.00002702902,0.0002630581,0.0005586426,0.0001942238,0.009251115],"genre_scores_gemma":[0.9877657,0.0001172262,0.009828146,0.00002174112,0.000003592857,0.0000831766,0.0001142138,0.00001561781,0.002050475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0612442,"threshold_uncertainty_score":0.1217754,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2316862361","doi":"10.1061/9780784412312.251","title":"Wetland Protection in Edmonton—A Drainage Initiative","year":2012,"lang":"en","type":"article","venue":"World Environmental And Water Resources Congress 2012","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Alberta; Alberta Health Services","funders":"","keywords":"Wetland; Mandate; Plan (archaeology); Environmental planning; Business; Drainage; Easement; Environmental resource management; Geography; Environmental science; Political science; Ecology","authors":[{"name":"L. E. Bodnaruk","is_ca":true},{"name":"Stephen Edwini-Bonsu","is_ca":true},{"name":"Alex Kf Kwan","is_ca":true},{"name":"L. Maslen","is_ca":true},{"name":"Josephine C. H. Tan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01418183254980953,"gpt":0.1945281201102133,"spread":0.1803462875604038,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007185377,0.000163473,0.0001119325,0.0005088737,0.003203456,0.00200242,0.000743095,0.0008027212,0.003821133],"category_scores_gemma":[0.0006865649,0.0002132457,0.0001624556,0.0006964005,0.0008694789,0.0005488422,0.002176749,0.0009515198,0.0001906533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006304269,"about_ca_system_score_gemma":0.02126729,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2832467,"about_ca_topic_score_gemma":0.7924303,"domain_scores_codex":[0.9995753,0.00005328861,0.000007783351,0.0000408967,0.0001239424,0.0001988719],"domain_scores_gemma":[0.9994648,0.0000673887,0.00003396281,0.00002589467,0.00009279733,0.0003151697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003852045,0.001555897,0.1716819,0.0006149149,0.00006772872,0.01723179,0.02641042,0.002657643,0.02792033,0.08599402,0.1643345,0.5011456],"study_design_scores_gemma":[0.00006184063,0.0002982265,0.3283713,0.0001784239,0.00003438869,0.001195368,0.01024184,0.0008464257,0.002216703,0.001815924,0.6546978,0.00004179724],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8174037,0.002288307,0.001095826,0.0118809,0.0001343777,0.0002680076,0.0002068679,0.0001049626,0.1666171],"genre_scores_gemma":[0.8375191,0.001895862,0.007387461,0.003653914,0.00006525472,0.0001702949,0.0007231776,0.00003312282,0.1485518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7167533,"threshold_uncertainty_score":0.5631961,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2321755782","doi":"10.1061/9780784412312.274","title":"Forecasting Water Demands—A Case Study for the South East Kelowna Irrigation District","year":2012,"lang":"en","type":"article","venue":"World Environmental And Water Resources Congress 2012","topic":"Water resources management and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Irrigation district; Irrigation; Precipitation; Water resources; Environmental science; Water supply; Water resource management; Agriculture; Hydrology (agriculture); Meteorology; Environmental engineering; Engineering; Geography","authors":[{"name":"Michael Cresswell","is_ca":true},{"name":"Gholamreza Naser","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0173158346852039,"gpt":0.182674906025508,"spread":0.1653590713403041,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003225358,0.0003689366,0.0002597237,0.0003945228,0.001044697,0.0007389558,0.0007290989,0.0009036435,0.001008534],"category_scores_gemma":[0.001131303,0.0003208401,0.0002566159,0.001318304,0.000392227,0.0004516638,0.0003706886,0.0006514023,0.0001046379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004934873,"about_ca_system_score_gemma":0.002667095,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.661334,"about_ca_topic_score_gemma":0.7366103,"domain_scores_codex":[0.9998209,0.00005489486,0.00001139334,0.0000324754,0.00003790045,0.00004244633],"domain_scores_gemma":[0.9993066,0.0004021847,0.00004458821,0.00003467166,0.0001378302,0.00007423254],"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":[0.0002802485,0.0003630334,0.08960738,0.000115302,0.00005567263,0.003648326,0.001112537,0.8793234,0.003703678,0.001424602,0.002401931,0.01796396],"study_design_scores_gemma":[0.00004476312,0.0001048179,0.03358516,0.00001183392,0.00001930161,0.0001327283,0.002750754,0.959902,0.001513531,0.0003910844,0.001510235,0.00003369965],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997632,0.00002070046,0.0007732911,0.0001516065,0.000003150193,0.0000303836,0.0002526471,0.00002289445,0.001113234],"genre_scores_gemma":[0.9968739,0.0000491598,0.001741876,0.00001251235,0.000001738406,0.00001627244,0.0002530886,0.000006759348,0.001044684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.338666,"threshold_uncertainty_score":0.6813208,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2322479473","doi":"10.1061/9780784412312.183","title":"Estimation of Point-to-Area Rainfall Frequency Relations in the Context of Climate Change","year":2012,"lang":"en","type":"article","venue":"World Environmental And Water Resources Congress 2012","topic":"Climate variability and models","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"McGill University","funders":"","keywords":"Downscaling; Context (archaeology); General Circulation Model; Climatology; Climate change; Environmental science; Climate model; Reliability (semiconductor); Scale (ratio); Meteorology; Computer science; Geography; Precipitation; Cartography; Geology","authors":[{"name":"Van‐Thanh‐Van Nguyen","is_ca":true},{"name":"Alireza Zareie","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01866293508265255,"gpt":0.2184449720079724,"spread":0.1997820369253198,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008850776,0.0002105485,0.0002666042,0.001687126,0.0001508648,0.0004984373,0.0004614838,0.0003025361,0.0006310362],"category_scores_gemma":[0.004913566,0.0001672126,0.0002796881,0.001734143,0.0001987974,0.0006678088,0.0003998432,0.0002818615,0.00016546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003006611,"about_ca_system_score_gemma":0.0004009567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005569265,"about_ca_topic_score_gemma":0.007399304,"domain_scores_codex":[0.9995541,0.0001926213,0.00002889431,0.0001069275,0.00009484141,0.00002268407],"domain_scores_gemma":[0.9988945,0.0006662888,0.0001901636,0.0001151874,0.0001160405,0.0000178755],"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":[0.0001255509,0.00006765337,0.1185374,0.0002100818,0.0001259559,0.000193596,0.0004970341,0.4615321,0.01342195,0.007642963,0.0006659603,0.3969797],"study_design_scores_gemma":[0.000009599837,0.00007397503,0.1106414,0.00001871856,0.00002601917,0.0001285142,0.0002227692,0.8773963,0.004436827,0.004615902,0.002397628,0.00003236646],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2350028,0.0002416115,0.7617931,0.00004567966,0.00001351927,0.00009497633,0.0005624825,0.0004913772,0.001754379],"genre_scores_gemma":[0.7399461,0.0002261159,0.2587728,0.000008478972,0.00002762435,0.00008800409,0.0005465318,0.00003877344,0.0003456645],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005569265,"threshold_uncertainty_score":0.01107371,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2330286482","doi":"10.1061/9780784412312.107","title":"Struggles to Make the Panama Canal Viable: 1914-39","year":2012,"lang":"en","type":"article","venue":"World Environmental And Water Resources Congress 2012","topic":"Cuban History and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Panama canal; Quarter (Canadian coin); Landslide; First world war; World War II; Economic history; Capital (architecture); History; Political science; Archaeology; Ancient history; Geology; Business; Seismology; International trade","authors":[{"name":"J. David Rogers","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01196650766115867,"gpt":0.2173411837781983,"spread":0.2053746761170396,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001265018,0.0003936625,0.0002723236,0.0005160292,0.01967428,0.005824119,0.0008187758,0.003773979,0.01233517],"category_scores_gemma":[0.0017112,0.0003840833,0.0001925116,0.0007381809,0.006346973,0.003466269,0.006380665,0.004948289,0.0006835835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01156288,"about_ca_system_score_gemma":0.00858911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1744826,"about_ca_topic_score_gemma":0.2938134,"domain_scores_codex":[0.9988484,0.0001839232,0.00001664233,0.00008436789,0.00009522337,0.0007713556],"domain_scores_gemma":[0.9997361,0.00004401543,0.00002505628,0.00001448546,0.00005782971,0.0001225355],"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":[0.0003897602,0.0001499708,0.01766152,0.0002679064,0.00003261646,0.0051239,0.1981753,0.0005208769,0.002526481,0.5780852,0.1030437,0.0940227],"study_design_scores_gemma":[0.00001443662,0.00007060986,0.01333755,0.0001407651,0.000008489161,0.0003418016,0.05639942,0.0001068009,0.0006032267,0.006699672,0.9222446,0.00003271132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4863967,0.008349146,0.0006051519,0.05646333,0.0008960782,0.0001002631,0.0001980817,0.00003853596,0.4469528],"genre_scores_gemma":[0.8917775,0.002281918,0.000278408,0.00366252,0.0001530245,0.00009744116,0.00007874457,0.00003235556,0.1016381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1744826,"threshold_uncertainty_score":0.346934,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1964441459","doi":"10.1061/9780784412312.099","title":"Conceptual Water Sharing Plan for Tarrant Regional Water District (TRWD) and the City of Dallas, TX","year":2012,"lang":"en","type":"article","venue":"World Environmental And Water Resources Congress 2012","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cambridge Memorial Hospital","funders":"","keywords":"Pipeline transport; Water supply; Variety (cybernetics); Pipeline (software); Plan (archaeology); Capital (architecture); Reliability (semiconductor); Cost sharing; Business; Environmental economics; Environmental planning; Computer science; Engineering; Environmental science; Environmental engineering; Economics; Geography","authors":[{"name":"Kirk Westphal","is_ca":true},{"name":"Lisa M. Stahr","is_ca":true},{"name":"Dan Buhman","is_ca":true},{"name":"Spandana Tummuri","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01365155897971287,"gpt":0.1707074736956799,"spread":0.1570559147159671,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001220534,0.0003746194,0.0002242476,0.0009603914,0.001532206,0.003353627,0.001302997,0.0009160566,0.01258487],"category_scores_gemma":[0.001143021,0.000415295,0.0004124984,0.001434647,0.0008395546,0.001746381,0.0009916254,0.00105781,0.0006982344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008190396,"about_ca_system_score_gemma":0.01653766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1284209,"about_ca_topic_score_gemma":0.223487,"domain_scores_codex":[0.999183,0.000215092,0.00003927818,0.0001229649,0.0002605032,0.0001791273],"domain_scores_gemma":[0.9995469,0.00007499894,0.0000530666,0.00003333623,0.0002049468,0.00008669896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001522444,0.0002292113,0.006710078,0.0001489357,0.00003050291,0.000546297,0.0007752071,0.3147225,0.002296549,0.5838517,0.04244446,0.04809232],"study_design_scores_gemma":[0.0004630097,0.0005437242,0.01784763,0.000265186,0.00008161539,0.0003250964,0.007408442,0.4355276,0.00421967,0.1149975,0.4181294,0.0001911331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2660128,0.0008630346,0.2209101,0.01237984,0.000332798,0.004159573,0.01210842,0.001132664,0.4821009],"genre_scores_gemma":[0.8044475,0.0004860415,0.1145136,0.0005675393,0.00003008722,0.001708772,0.004339536,0.0000787468,0.07382813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1284209,"threshold_uncertainty_score":0.2553468,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2325480316","doi":"10.1061/9780784412312.356","title":"Canada-Wide Strategy on Managing Municipal Wastewater Effluent : Characterization Studies to Determine the Impacts of Treated Wastewater on Saskatchewan Rivers","year":2012,"lang":"en","type":"article","venue":"World Environmental And Water Resources Congress 2012","topic":"International Environmental Law and Policies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Ministry of Environment; University of Regina","funders":"","keywords":"Effluent; Wastewater; Environmental science; Sewage treatment; Environmental engineering; Water resource management; Management strategy; Environmental planning; Waste management; Engineering; Business","authors":[{"name":"O. S. Thirunavukkarasu","is_ca":true},{"name":"T. Phommavong","is_ca":true},{"name":"Yee‐Chung Jin","is_ca":true},{"name":"S. A. Ferris","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01120421100442148,"gpt":0.2109817771660378,"spread":0.1997775661616163,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003627928,0.000428424,0.0003075583,0.001869391,0.00550133,0.002796977,0.001233332,0.0008350708,0.001629711],"category_scores_gemma":[0.00166074,0.0004251389,0.000435461,0.004329855,0.001241419,0.0006424718,0.001220614,0.001178653,0.0003021311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04949754,"about_ca_system_score_gemma":0.170371,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9728863,"about_ca_topic_score_gemma":0.9920201,"domain_scores_codex":[0.9964678,0.0004887057,0.000189998,0.0002829304,0.00203533,0.0005352175],"domain_scores_gemma":[0.9968472,0.0002163331,0.0001355396,0.0001419942,0.002472963,0.00018588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008871871,0.001360872,0.3465931,0.001341973,0.0003790604,0.00187216,0.01013942,0.01456933,0.3051537,0.0290943,0.04922904,0.2393798],"study_design_scores_gemma":[0.0001467671,0.0006828589,0.6356984,0.0004324993,0.0002534512,0.0003433188,0.01420662,0.004571433,0.1151807,0.002018393,0.2261926,0.0002729233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8524862,0.004110257,0.008938324,0.01032885,0.000130095,0.002544911,0.009718545,0.0001909767,0.1115519],"genre_scores_gemma":[0.8784528,0.006309166,0.0311539,0.006426554,0.00001609783,0.00151248,0.007220847,0.00006220103,0.06884592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04949754,"threshold_uncertainty_score":0.3591315,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2312317328","doi":"10.1061/9780784412312.293","title":"A Method for Estimating Potential Outdoor Water Use and Compliance Rates during Water Restrictions","year":2012,"lang":"en","type":"article","venue":"World Environmental And Water Resources Congress 2012","topic":"Smart Parking Systems Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Public Works and Government Services Canada","funders":"","keywords":"Compliance (psychology); Environmental science; Revenue; Water use; Open water; Environmental engineering; Environmental health; Business; Engineering; Medicine; Accounting","authors":[{"name":"Martha G. Nielsen","is_ca":true},{"name":"Mark Steele","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02676771539719331,"gpt":0.2571892371945125,"spread":0.2304215217973192,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006126311,0.0008493293,0.0006087918,0.006263566,0.0007193218,0.00108103,0.001213437,0.0007615787,0.002731926],"category_scores_gemma":[0.01723107,0.0005849751,0.001161144,0.004646043,0.0003702678,0.001075572,0.0008591768,0.000806922,0.001033367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009100647,"about_ca_system_score_gemma":0.001041999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009220167,"about_ca_topic_score_gemma":0.01124992,"domain_scores_codex":[0.9930341,0.001859902,0.0008240973,0.001377609,0.002634136,0.0002700239],"domain_scores_gemma":[0.9845978,0.007368331,0.003386766,0.00150371,0.002952728,0.0001906038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006091681,0.000637543,0.5720137,0.0006746061,0.0005513714,0.0002875616,0.002584451,0.02169209,0.01204294,0.004894141,0.004716677,0.3792957],"study_design_scores_gemma":[0.0001260439,0.001945727,0.6422876,0.0002829595,0.0002689826,0.001678912,0.002913407,0.2834503,0.02866043,0.006018446,0.03190925,0.0004579747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.285716,0.0002598878,0.6910481,0.00009469344,0.00008773903,0.003177691,0.006870104,0.001596506,0.0111493],"genre_scores_gemma":[0.4860301,0.0002605655,0.4957787,0.00004725856,0.00003830076,0.006162441,0.005411507,0.0001489122,0.006122242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009220167,"threshold_uncertainty_score":0.03239942,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}