{"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":"2a67b8a2bec2","filters":{"venue":"Ecohydrology & Hydrobiology"}},"results":[{"id":"W2761105191","doi":"10.1016/j.ecohyd.2017.09.001","title":"Long term follow-up of pCO2, pCH4 and emissions from Eastmain 1 boreal reservoir, and the Rupert diversion bays, Canada","year":2017,"lang":"en","type":"article","venue":"Ecohydrology & Hydrobiology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Hydro-Québec; EnGlobe (Canada)","funders":"Hydro-Québec; Northwestern University","keywords":"Hydrology (agriculture); Environmental science; Flooding (psychology); Bay; Boreal; Oceanography; Geology; Geography; Archaeology","authors":[{"name":"Maud Demarty","is_ca":true},{"name":"Alain Tremblay","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007978686938675227,"gpt":0.1859973492123944,"spread":0.1780186622737192,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003614941,0.0001737309,0.000430454,0.00004521517,0.0006652972,0.00002990736,0.0004777261,0.0001846537,0.0007041587],"category_scores_gemma":[0.0001309903,0.0001112808,0.00004935955,0.00003334917,0.0006952554,0.0001084292,0.0002542726,0.0002002817,0.000008693434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004975561,"about_ca_system_score_gemma":0.0001177305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8589035,"about_ca_topic_score_gemma":0.9551626,"domain_scores_codex":[0.9986562,0.0002621065,0.0002766172,0.0003766376,0.00008184812,0.0003466131],"domain_scores_gemma":[0.9987025,0.0004196024,0.0002272514,0.0004797508,0.00002425381,0.0001466868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003276447,0.000006724727,0.9931199,0.00001090993,0.00007408801,0.00003692238,0.0001465369,0.00002499732,0.0001202027,0.00003835282,0.001136325,0.004957428],"study_design_scores_gemma":[0.002367638,0.0001860229,0.9859973,0.00002031481,0.00005766639,0.00007614802,0.00005019206,0.00610243,0.00006941636,0.0009218943,0.003978517,0.0001725014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899778,0.0007765397,0.000003236202,0.001932998,0.000646279,0.0001778871,0.0002966222,0.00001031235,0.006178285],"genre_scores_gemma":[0.9985299,0.0002275297,0.00001395118,0.0002638416,0.0001022928,0.000002234804,0.0002792049,0.000003767072,0.0005773329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0962592,"threshold_uncertainty_score":0.7710043,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4380893825","doi":"10.1016/j.ecohyd.2023.06.004","title":"Extremes in water quality parameters modulated by weather and climate conditions in Ceara State, Brazil","year":2023,"lang":"en","type":"article","venue":"Ecohydrology & Hydrobiology","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal; Université du Québec à Trois-Rivières","funders":"Agencia Nacional de Promoción Científica y Tecnológica; Ministerio de Ciencia, Tecnología e Innovación Productiva; Universidad de Buenos Aires; Consejo Nacional de Investigaciones Científicas y Técnicas","keywords":"Environmental science; Phytoplankton; Water quality; Precipitation; Temperate climate; Climate change; Freshwater ecosystem; Climatology; Algal bloom; Extreme weather; Water cycle; Ecosystem; Ecology; Geography; Meteorology; Nutrient; Biology","authors":[{"name":"Auriane Laurent","is_ca":false},{"name":"Rodrigo Felipe Bedim Godoy","is_ca":true},{"name":"Mariane Cardoso Elias","is_ca":false},{"name":"Gabriel Franco","is_ca":false},{"name":"Andrea F. Carril","is_ca":false},{"name":"Elias Trevisan","is_ca":false},{"name":"Pedro Flombaum","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008428465297718346,"gpt":0.2511102561369987,"spread":0.2426817908392804,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007676978,0.0001939402,0.0003964722,0.0001378041,0.00007642729,0.000009322621,0.0001582127,0.0002427988,0.001229043],"category_scores_gemma":[0.00002040754,0.0001590397,0.00003687371,0.0002444864,0.0003580552,0.0001031404,0.0001965945,0.0002077747,0.0008485747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008165738,"about_ca_system_score_gemma":0.000004780763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001729754,"about_ca_topic_score_gemma":0.01174727,"domain_scores_codex":[0.9978147,0.0004040126,0.0005092748,0.0005138573,0.00005615034,0.0007019953],"domain_scores_gemma":[0.9994144,0.0001888948,0.00008518622,0.0002376851,0.000002666905,0.00007113804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004503237,0.00009614562,0.9105414,0.00001442544,0.0000221823,0.00004760301,0.00104468,0.02395638,0.06287076,0.0000679541,0.00113034,0.000163059],"study_design_scores_gemma":[0.003274574,0.0004426402,0.6781132,0.00003248638,0.00001826949,0.00009257816,0.0001154001,0.295295,0.002274835,0.01546653,0.003925371,0.0009491339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977825,0.00002605374,0.00001066399,0.0005256966,0.0001414504,0.000279324,0.0001157004,0.00006452081,0.00105407],"genre_scores_gemma":[0.9987069,0.00006532182,0.00003438105,0.0003320524,0.000005047951,0.00006044341,0.0002865986,0.00001794722,0.0004913266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2713386,"threshold_uncertainty_score":0.9999294,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W860828691","doi":"","title":"Monitoring and assessing global water quality - the GEMS-Water experience","year":2002,"lang":"en","type":"article","venue":"Ecohydrology & Hydrobiology","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Water quality; Data quality; Quality (philosophy); Scale (ratio); Environmental resource management; Business; Environmental science; Environmental planning; Water resource management; Geography; Service (business); Cartography","authors":[{"name":"Richard D. Robarts","is_ca":true},{"name":"A. S. Fraser","is_ca":false},{"name":"Kelly M. Hodgson","is_ca":false},{"name":"Guy M. Paquette","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04394930443590518,"gpt":0.3099370492414518,"spread":0.2659877448055467,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006849453,0.0002144248,0.0002535897,0.00001968171,0.0004961079,0.00005552891,0.0003379529,0.0002131896,0.005699097],"category_scores_gemma":[0.00001524729,0.0001149345,0.000060084,0.00006834847,0.00104978,0.0002695847,0.0005161773,0.0002192238,0.001546053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001271803,"about_ca_system_score_gemma":0.000001934434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000534729,"about_ca_topic_score_gemma":0.0000668051,"domain_scores_codex":[0.9976065,0.0006611943,0.0003836449,0.0005199429,0.0001134686,0.0007153149],"domain_scores_gemma":[0.999374,0.00007151364,0.00006657576,0.0003807544,0.00000517926,0.0001019506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003278986,0.0002473068,0.622618,0.00001245068,0.00007697306,0.00003647368,0.01628409,0.001781427,0.3536097,0.0003130574,0.0005831959,0.004404606],"study_design_scores_gemma":[0.002680107,0.000656103,0.4904066,0.00002294945,0.0001007788,0.001052029,0.0008269414,0.007364482,0.2760537,0.01138689,0.2075261,0.001923327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902774,0.00008164802,0.0001157331,0.005103614,0.0006271383,0.0001432565,0.000005544714,0.00006628276,0.003579351],"genre_scores_gemma":[0.9979979,0.00002956152,0.0001622892,0.001000211,0.0001266352,0.00003942465,0.00000642342,0.000008229597,0.0006293332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2069429,"threshold_uncertainty_score":0.9992313,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387365593","doi":"10.1016/j.ecohyd.2023.09.007","title":"Fish entrainment model for decision support in ecosystem management: A case study from China's Maling Reservoir","year":2023,"lang":"en","type":"article","venue":"Ecohydrology & Hydrobiology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"National Key Research and Development Program of China","keywords":"Environmental science; Entrainment (biomusicology); Hydrology (agriculture); Spillway; Ecology; Fishery; Biology; Engineering","authors":[{"name":"Qianqian Wang","is_ca":false},{"name":"Yu Han","is_ca":false},{"name":"Meixia Bao","is_ca":false},{"name":"Pengcheng Li","is_ca":true},{"name":"Yike Li","is_ca":false},{"name":"Wenming Zhang","is_ca":true},{"name":"Weiwei Yao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01518002464754898,"gpt":0.2549589638440621,"spread":0.2397789391965131,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001330335,0.0003305156,0.0005634968,0.000294788,0.0003306082,0.00001360204,0.0005093141,0.0002631184,0.001062022],"category_scores_gemma":[0.00006854748,0.0003249786,0.0001084999,0.0004080988,0.0001624753,0.000143077,0.001362095,0.0002167211,0.0006940751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002243905,"about_ca_system_score_gemma":0.000006442009,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000357683,"about_ca_topic_score_gemma":0.06406835,"domain_scores_codex":[0.9968899,0.000237081,0.000669835,0.001129433,0.0001177911,0.000955881],"domain_scores_gemma":[0.9987811,0.0004236842,0.0001647136,0.0005406169,0.000005550455,0.00008427248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005126551,0.001222703,0.4895778,0.00004396278,0.0005650393,0.01060355,0.009279059,0.4424809,0.000146656,0.0001123532,0.04440283,0.001052499],"study_design_scores_gemma":[0.006029042,0.001364566,0.1203751,0.00002239322,0.0002325323,0.0002541665,0.00196931,0.8540374,0.00002300268,0.00863272,0.006298864,0.0007609008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931929,0.000004876687,0.0009644726,0.001035923,0.000524565,0.002082338,0.000115723,0.0001686461,0.001910595],"genre_scores_gemma":[0.9960821,0.0000488072,0.000860601,0.00088984,0.00004067947,0.001141611,0.0001355417,0.00003265819,0.0007682183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4115565,"threshold_uncertainty_score":0.9999202,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406810488","doi":"10.1016/j.ecohyd.2025.01.001","title":"Modeling changes in nutrient retention ecosystem service using the InVEST-NDR model: A case study in the Gumara River of Lake Tana Basin, Ethiopia","year":2025,"lang":"en","type":"article","venue":"Ecohydrology & Hydrobiology","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Alberta Energy","funders":"Office of Integrative Activities; University of Nevada, Reno; National Science Foundation","keywords":"Nutrient; Structural basin; Environmental science; Hydrology (agriculture); Ecosystem services; Ecosystem; Drainage basin; Water resource management; Environmental resource management; Ecology; Geography; Geology; Geomorphology; Biology; Cartography","authors":[{"name":"Wubneh B. Abebe","is_ca":false},{"name":"Minychl G. Dersseh","is_ca":false},{"name":"Goraw Goshu","is_ca":false},{"name":"Wuletawu Abera","is_ca":false},{"name":"Edo Abraham","is_ca":false},{"name":"Muluneh Admass Mekonnen","is_ca":true},{"name":"Nicola Fohrer","is_ca":false},{"name":"Seifu A. Tilahun","is_ca":false},{"name":"Michael E. McClain","is_ca":false},{"name":"William A. Payne","is_ca":false},{"name":"Joanna R. Blaszczak","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03082984410345485,"gpt":0.2620699696352032,"spread":0.2312401255317483,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00221593,0.0002660533,0.0004946808,0.0002769498,0.000297256,0.000008353457,0.0005959478,0.0002806255,0.00005151467],"category_scores_gemma":[0.00004353355,0.0001781768,0.00006505546,0.000762492,0.000338604,0.0001072172,0.0006906424,0.0004633832,0.00001787433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001200015,"about_ca_system_score_gemma":0.00001780735,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005000877,"about_ca_topic_score_gemma":0.3490312,"domain_scores_codex":[0.9967673,0.001384034,0.0005849894,0.0006216625,0.0001078306,0.0005342267],"domain_scores_gemma":[0.9990236,0.0002043056,0.0001637081,0.0005677097,0.00001736719,0.00002331852],"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":[0.0000862307,0.000332745,0.1147581,0.00003298188,0.00009486842,0.000299953,0.01355255,0.8698223,0.0006493423,0.0002967818,0.00004116723,0.00003299641],"study_design_scores_gemma":[0.001139364,0.0002083711,0.001646807,0.00002777141,0.0001207037,0.0001596483,0.002341609,0.9902238,0.00004867144,0.003784677,0.0001282233,0.000170371],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923142,0.00006169044,0.0006145376,0.005140841,0.0002106311,0.001216657,0.000009889313,0.00002297166,0.0004085725],"genre_scores_gemma":[0.9966038,0.0000372473,0.0001057035,0.003017304,0.00001536025,0.0001686799,0.000008934628,0.00001085568,0.00003204372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3440304,"threshold_uncertainty_score":0.7559863,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411117712","doi":"10.1016/j.ecohyd.2025.100674","title":"An analysis of rainfall variability and its association with agricultural productivity in the Brantas River Basin, Indonesia: Insights from a 26-year analysis","year":2025,"lang":"en","type":"article","venue":"Ecohydrology & Hydrobiology","topic":"Water resources management and optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Pacific Institute for Climate Solutions","funders":"Universitas Negeri Malang","keywords":"Productivity; Agriculture; Structural basin; Geography; Association (psychology); Drainage basin; Water resource management; Environmental science; Hydrology (agriculture); Physical geography; Economics; Geology; Cartography; Economic growth; Psychology; Archaeology; Geomorphology","authors":[{"name":"Bagus Setiabudi Wiwoho","is_ca":false},{"name":"Paul Dargusch","is_ca":true},{"name":"Ike Sari Astuti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.002486029227153944,"gpt":0.174281265609055,"spread":0.1717952363819011,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004371915,0.0001595513,0.0005300308,0.0006576668,0.00005228525,0.00001617193,0.000189559,0.0002093846,0.00001837702],"category_scores_gemma":[0.00003202935,0.000106019,0.00008006965,0.002100698,0.00007135309,0.0001530573,0.00003831393,0.0001694204,0.000001522953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007111192,"about_ca_system_score_gemma":0.000005836005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002404516,"about_ca_topic_score_gemma":0.002247509,"domain_scores_codex":[0.9985138,0.0005824087,0.0002805251,0.0003643518,0.00006708082,0.0001918413],"domain_scores_gemma":[0.9993424,0.0002173681,0.0001138156,0.0002660269,0.00004143773,0.00001894247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003337008,0.00006530043,0.5716951,0.000007865297,0.0027824,0.000001283422,0.001560666,0.4227666,0.0009157981,0.00015067,0.000006008022,0.00001491544],"study_design_scores_gemma":[0.000364278,0.00004982193,0.7694888,0.000001922438,0.002554686,2.208703e-7,0.00002687512,0.2269696,0.0002678169,0.0001472541,0.00003415261,0.00009463208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980835,0.00005168758,0.0009581124,0.0002598541,0.00004724822,0.0002679462,0.00001978904,0.00006287848,0.0002490244],"genre_scores_gemma":[0.9994415,0.00001562784,0.0000931141,0.00005967664,0.00002064509,0.00002537006,0.0003248548,0.000006011835,0.00001321671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1977936,"threshold_uncertainty_score":0.4323327,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414518385","doi":"10.1016/j.ecohyd.2025.100695","title":"Impact of environmental selection on spatial heterogeneity of summer phytoplankton community in Pearl River Estuary, China","year":2025,"lang":"en","type":"article","venue":"Ecohydrology & Hydrobiology","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Science and Technology Planning Project of Guangdong Province; Guangdong Academy of Sciences; Ontario Ministry of Natural Resources and Forestry","keywords":"Phytoplankton; Spatial heterogeneity; Spatial variability; Estuary; Selection (genetic algorithm); Spatial ecology; Pearl","authors":[{"name":"Chunhui Xiong","is_ca":false},{"name":"Chuqian Lu","is_ca":false},{"name":"Houlei Jia","is_ca":false},{"name":"Tao Liu","is_ca":false},{"name":"Zhenxiong Yang","is_ca":false},{"name":"Wei Deng","is_ca":false},{"name":"Zhiming Guo","is_ca":false},{"name":"Yinghua Huang","is_ca":false},{"name":"Yuhong Zhong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007727200059941667,"gpt":0.2271474873120303,"spread":0.2194202872520886,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000328653,0.000165188,0.0004298155,0.000255276,0.00007643017,0.00000229389,0.0002227825,0.0002077482,0.001023832],"category_scores_gemma":[0.00001785791,0.0001401888,0.0001270961,0.0001594647,0.0002535271,0.00005060595,0.00005035527,0.0003500092,0.00003695645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001962138,"about_ca_system_score_gemma":0.00004708476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09061134,"about_ca_topic_score_gemma":0.08617635,"domain_scores_codex":[0.9984134,0.0006655646,0.0003722606,0.0002182974,0.00005037375,0.0002800855],"domain_scores_gemma":[0.9994043,0.0001577213,0.0001667807,0.0002273807,0.000006736245,0.00003715149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003578913,0.0002328906,0.9784519,0.00001704317,0.00008531687,0.000002854656,0.0001479413,0.01133637,0.003756322,0.000007121102,0.00003192464,0.005572437],"study_design_scores_gemma":[0.0005984387,0.00196322,0.9842553,0.00001041745,0.00001427694,0.0000169439,0.000007043977,0.01120178,0.001492004,0.0002965901,0.00005019262,0.00009383939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946098,0.00006817733,0.00001608882,0.00002169897,0.0002127855,0.0001790413,0.0001827228,0.00001109356,0.004698565],"genre_scores_gemma":[0.9995738,0.00002255682,0.00001050422,0.00004473386,0.00002362811,0.00000203528,0.0002714229,0.000002657795,0.00004861192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005803363,"threshold_uncertainty_score":0.9998894,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7117304914","doi":"10.1016/j.ecohyd.2025.100723","title":"Spatio-seasonal variation in wetland water quality, heavy metal pollution and macroinvertebrate communities in the Waterberg Mountain Complex","year":2025,"lang":"en","type":"article","venue":"Ecohydrology & Hydrobiology","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","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":"National Research Foundation of Korea; National Research Foundation","keywords":"Biota; Wetland; Biomonitoring; Benthic zone; Seasonality; Bioindicator; Water quality; Cadmium; Hydrology (agriculture)","authors":[{"name":"Katlego Matlou","is_ca":false},{"name":"Abe Addo-Bediako","is_ca":false},{"name":"Kwabena K. Ayisi","is_ca":false},{"name":"Monica Mwale","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01575424055964124,"gpt":0.233795256022961,"spread":0.2180410154633197,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001460999,0.0002219402,0.0003886834,0.0002198299,0.0002920569,0.00003011048,0.0004531263,0.0002936281,0.002514366],"category_scores_gemma":[0.00001950431,0.0001596529,0.00004475139,0.0002440886,0.0009454323,0.0002237648,0.0005734394,0.000365148,0.0003186475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001790315,"about_ca_system_score_gemma":0.0000148893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01702694,"about_ca_topic_score_gemma":0.1680179,"domain_scores_codex":[0.9968164,0.001659844,0.0004335987,0.0003805601,0.00007874228,0.0006308763],"domain_scores_gemma":[0.9994254,0.0001704212,0.00007061325,0.0002876701,0.000008291144,0.00003759894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003840017,0.0003642288,0.921728,0.00002689793,0.00007512619,0.00004500921,0.008259222,0.007458983,0.0560745,0.003531169,0.001830865,0.0002220182],"study_design_scores_gemma":[0.00363681,0.0004816849,0.8426815,0.00001227713,0.0000555258,0.0001211944,0.0006315201,0.1113577,0.002120749,0.03098587,0.007416847,0.0004983681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875576,0.00003105122,0.00004856557,0.009817855,0.0001940111,0.0003128669,0.00002876045,0.00002456501,0.001984673],"genre_scores_gemma":[0.9929268,0.00002970604,0.00006453139,0.006320003,0.00001525109,0.00003805253,0.0003853428,0.00000668634,0.0002136577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.150991,"threshold_uncertainty_score":0.9983975,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7114908291","doi":"10.1016/j.ecohyd.2025.100710","title":"Quantitative and qualitative characteristics of throughfall and stemflow in Quercus brantii and Q. libani forests of the Zagros region, Iran","year":2025,"lang":"en","type":"article","venue":"Ecohydrology & Hydrobiology","topic":"Plant Water Relations and Carbon Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Thompson Rivers University","funders":"Iran National Science Foundation","keywords":"Stemflow; Throughfall; Nutrient; Forest ecology; Ecosystem; Hydrology (agriculture)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01022841910441848,"gpt":0.2494337914845903,"spread":0.2392053723801718,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002856826,0.0001207241,0.0003377406,0.00007350108,0.00005360709,0.000003437789,0.0001136119,0.0001716359,0.000008066264],"category_scores_gemma":[0.00006246864,0.00008922168,0.00002473438,0.0001645397,0.001228952,0.00006602896,0.0002178927,0.0001397404,0.000001034222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001816866,"about_ca_system_score_gemma":0.000009364914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004639893,"about_ca_topic_score_gemma":0.002744836,"domain_scores_codex":[0.9988563,0.0003357776,0.0003427393,0.0002638757,0.00003446365,0.0001668402],"domain_scores_gemma":[0.9992908,0.0003526692,0.0001783982,0.0001488504,0.000007612943,0.00002169742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001226473,0.00006572427,0.9634948,0.00004090938,0.00005163758,0.000005146275,0.009614876,0.0002974167,0.01590717,0.01006603,0.00002425284,0.0003093441],"study_design_scores_gemma":[0.0009534918,0.000389699,0.9519963,0.00006296374,0.00004876282,0.00006640193,0.0003097781,0.02147179,0.0004624296,0.02399531,0.00008034817,0.0001626948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983701,0.0001676471,0.0001506881,0.0004987401,0.00007832613,0.0002217536,0.00003778993,0.000005288422,0.0004696271],"genre_scores_gemma":[0.9994489,0.0001833152,0.0001480312,0.0001125613,0.000002213037,0.000007356179,0.00001044904,0.000004827414,0.00008234821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02117438,"threshold_uncertainty_score":0.4528125,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388790837","doi":"10.1016/j.ecohyd.2023.11.002","title":"Seasonality and hyphomycetes’ conidia conditioning affect the diversity of Chironomidae larvae associated with leaf litter in a tropical stream","year":2023,"lang":"en","type":"article","venue":"Ecohydrology & Hydrobiology","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Fundação de Amparo à Pesquisa do Estado da Bahia; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Commission for Environmental Cooperation","keywords":"Chironomidae; Species richness; Biology; Detritus; Abundance (ecology); Plant litter; Ecology; Hyphomycetes; Biodiversity; Litter; Dry season; Seasonality; Trophic level; Biome; Species diversity; Larva; Ecosystem","authors":[{"name":"Jéssica Fernanda Gomes Pio","is_ca":false},{"name":"Luiz Ubiratan Hepp","is_ca":false},{"name":"Adriana O. Medeiros","is_ca":false},{"name":"Carlos Eduardo Copatti","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00992268591467336,"gpt":0.1904626978635217,"spread":0.1805400119488483,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000389987,0.0001629592,0.0003606569,0.00004639389,0.0003051333,0.000006924219,0.0002775152,0.0002436478,0.001239513],"category_scores_gemma":[0.00006666988,0.0001241291,0.00005296953,0.0002598969,0.001690323,0.000106108,0.0008826554,0.0002683097,0.0002453985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009547942,"about_ca_system_score_gemma":0.00001315226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007665975,"about_ca_topic_score_gemma":0.01138298,"domain_scores_codex":[0.9983737,0.0004699959,0.0001889455,0.0004134901,0.00006624809,0.0004876385],"domain_scores_gemma":[0.9992092,0.0004242249,0.0001216659,0.0001746055,0.000006258172,0.00006408083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001067036,0.00007634722,0.9947914,0.000004117696,0.00007206421,0.0000473252,0.000572858,0.002174113,0.001318268,0.00007680214,0.000730539,0.00002948523],"study_design_scores_gemma":[0.001230421,0.0004752229,0.9916677,0.000005508694,0.00003592979,0.00002291668,0.00004966756,0.004983107,0.0004280532,0.000803977,0.0001620552,0.0001354702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980683,0.00001467057,0.000003234389,0.001046488,0.00008356993,0.0002177286,0.0000591462,0.00004506607,0.0004617622],"genre_scores_gemma":[0.9990516,0.00001079981,0.0000115867,0.0006470472,0.00001208226,0.00001251975,0.0001061159,0.000006966534,0.0001412818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01061639,"threshold_uncertainty_score":0.9996735,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W901716918","doi":"","title":"Ecohydrology in south America and the Caribbean: A summary of research and coordination activities (1996-2001)","year":2002,"lang":"en","type":"article","venue":"Ecohydrology & Hydrobiology","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","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":"Ecohydrology; Latin Americans; Caribbean region; Water resources; Natural resource; German; Sustainable development; Environmental resource management; Political science; Environmental planning; Geography; Environmental protection; Ecosystem; Ecology; Environmental science","authors":[{"name":"Luis Rodriguez Fiallos","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02037845710954038,"gpt":0.2474136307123118,"spread":0.2270351736027714,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001305223,0.0002332311,0.0006039474,0.0003379003,0.0003275006,0.000008331057,0.0003104353,0.0003063823,0.000504022],"category_scores_gemma":[0.000148857,0.0001744876,0.00004584688,0.000423075,0.009038946,0.0001392953,0.0009113072,0.0005132853,0.00008217537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005588336,"about_ca_system_score_gemma":0.000004323008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007860429,"about_ca_topic_score_gemma":0.001070637,"domain_scores_codex":[0.996926,0.001126954,0.0004095544,0.0006486847,0.0001120355,0.0007768174],"domain_scores_gemma":[0.9984061,0.001026941,0.0001636533,0.0003304092,0.00001081355,0.00006215686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001175175,0.0005388369,0.948991,0.00006281616,0.0003720127,0.0001078349,0.02563337,0.004260137,0.005160171,0.002803469,0.008680237,0.00221493],"study_design_scores_gemma":[0.04208357,0.01375857,0.2885751,0.0001279299,0.0006655421,0.001017856,0.004480651,0.358615,0.002197473,0.1539221,0.1310361,0.003520073],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789092,0.0008168111,0.00001444062,0.009401011,0.0001330876,0.0004813735,0.000009330583,0.00003025036,0.01020448],"genre_scores_gemma":[0.9970608,0.0006619794,0.00006950563,0.0007245966,0.00003240457,0.0001259452,0.000009756937,0.00001446664,0.001300541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6604159,"threshold_uncertainty_score":0.9936579,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}