{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"22c1db95ab54","filters":{"venue":"Environmental Research Water"}},"results":[{"id":"W4410105634","doi":"10.1088/3033-4942/adcb64","title":"We must account for the results of water governance to deliver the SDGs and beyond","year":2025,"lang":"en","type":"article","venue":"Environmental Research Water","topic":"Water resources management and optimization","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":"University of Waterloo","funders":"Global Water Futures; Foreign, Commonwealth and Development Office; European Commission; Social Sciences and Humanities Research Council of Canada; International Development Research Centre","keywords":"Corporate governance; Political science; Process management; Environmental planning; Business; Environmental science","authors":[{"name":"Dustin Garrick","is_ca":true},{"name":"Gina Gilson","is_ca":false},{"name":"Robert Hope","is_ca":false},{"name":"Johannes Wagner","is_ca":false},{"name":"Graham Epstein","is_ca":true},{"name":"Elisha Ochieng Okoth","is_ca":true},{"name":"Fridah Silas","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01407700113468537,"gpt":0.2385650013365938,"spread":0.2244880002019085,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1134126,0.001497304,0.002435342,0.00326783,0.005989921,0.02765762,0.003916951,0.006384263,0.008374028],"category_scores_gemma":[0.158522,0.0007782206,0.001895648,0.003744163,0.04058474,0.05379265,0.01405879,0.01756577,0.001939485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01493833,"about_ca_system_score_gemma":0.03779138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01376994,"about_ca_topic_score_gemma":0.01092521,"domain_scores_codex":[0.9148269,0.0496481,0.004417759,0.007005677,0.01874777,0.005353805],"domain_scores_gemma":[0.8398682,0.09266765,0.00933448,0.02844027,0.02382132,0.00586813],"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":[0.00003443536,0.0001242342,0.005471969,0.0008747287,0.0001654137,0.0001456351,0.01480875,0.003051368,0.0004794549,0.8704503,0.03346393,0.07092982],"study_design_scores_gemma":[0.00001873991,0.00006921728,0.001544907,0.001316048,0.00007647659,0.0000440437,0.009706553,0.000976574,0.0005981807,0.8288382,0.1567236,0.00008742902],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01867962,0.01328492,0.1161568,0.7280812,0.006029782,0.0005780112,0.0006535726,0.0005789866,0.1159572],"genre_scores_gemma":[0.7534136,0.01611278,0.1120197,0.09422465,0.003171169,0.001771677,0.0007787461,0.001422569,0.0170852],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1134126,"threshold_uncertainty_score":0.5997904,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409096745","doi":"10.1088/3033-4942/adc829","title":"Phosphorus mass balance of 11 temperate agricultural headwater catchments: accumulating and depleting watersheds exhibit contrasting stream load patterns","year":2025,"lang":"en","type":"article","venue":"Environmental Research Water","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor; Ministry of the Environment, Conservation and Parks; Toronto Metropolitan University; Brock University","funders":"Environmental Careers Organization of Canada","keywords":"Temperate climate; Environmental science; Phosphorus; Agriculture; Hydrology (agriculture); Balance (ability); Watershed; Ecology; Biology; Geology; Chemistry","authors":[{"name":"Kelly Biagi","is_ca":true},{"name":"Alexander Pardy","is_ca":true},{"name":"Melisa Luymes","is_ca":true},{"name":"Bhaswati Mazumder","is_ca":true},{"name":"Janis L. Thomas","is_ca":true},{"name":"Ryan J. Sorichetti","is_ca":true},{"name":"Christopher Wellen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01432834973872057,"gpt":0.2684829043939719,"spread":0.2541545546552513,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003079958,0.0001839434,0.0003408887,0.000904165,0.0006265846,0.0007044919,0.0002444089,0.0002843663,0.0007359077],"category_scores_gemma":[0.0005544164,0.0002247346,0.0002190812,0.0009268024,0.0007959445,0.0003979818,0.0007063922,0.0001545201,0.00009672123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000883377,"about_ca_system_score_gemma":0.0005300496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05838671,"about_ca_topic_score_gemma":0.07674962,"domain_scores_codex":[0.9998332,0.00002620052,0.00001902665,0.00004278156,0.00003969577,0.00003904082],"domain_scores_gemma":[0.9996599,0.00006562121,0.00006719647,0.00001453907,0.00005860706,0.0001340461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000732866,0.0001273889,0.9772061,0.00002039723,0.00007343796,0.0001978556,0.001892311,0.0002845113,0.0164557,0.00008681525,0.00008928025,0.002833375],"study_design_scores_gemma":[0.000007763719,0.00002636677,0.9991033,8.492233e-7,0.000009496843,0.00002812306,0.0003699685,0.0002159887,0.0001690051,0.00001365551,0.0000534812,0.00000203214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998658,0.00001102943,0.000008888236,0.000002761778,1.840891e-7,0.000001395766,0.00003937672,6.440791e-7,0.0000697978],"genre_scores_gemma":[0.999688,0.00001827701,0.00003805607,0.000005320176,0.000001392932,0.000003233597,0.0001554493,0.000001028662,0.00008912937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05838671,"threshold_uncertainty_score":0.1160938,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4412848267","doi":"10.1088/3033-4942/adf6cf","title":"On the mean precipitation characteristics of North American heatwaves","year":2025,"lang":"en","type":"article","venue":"Environmental Research Water","topic":"Climate variability and models","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":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Precipitation; Climatology; Environmental science; Geography; Meteorology; Geology","authors":[{"name":"Sam Anderson","is_ca":true},{"name":"Shawn Chartrand","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02977209662655705,"gpt":0.2970764563234981,"spread":0.267304359696941,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004481878,0.0001434088,0.0002007663,0.00073118,0.0003797441,0.0004802064,0.0001868322,0.0001869891,0.001183147],"category_scores_gemma":[0.001459515,0.0001217975,0.0002583446,0.001322539,0.0002359648,0.0003518885,0.0003149069,0.000196499,0.0001627027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003242707,"about_ca_system_score_gemma":0.0002878019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02579841,"about_ca_topic_score_gemma":0.05558743,"domain_scores_codex":[0.9998246,0.0000367025,0.00001398893,0.00005485895,0.00004445003,0.00002545292],"domain_scores_gemma":[0.9989533,0.0003815313,0.0002883227,0.00007846198,0.0002154104,0.0000829176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000370593,0.00001081836,0.9939191,0.00001323717,0.00005286235,0.00002029853,0.0001675,0.0007306663,0.000602502,0.00007231479,0.0004095059,0.003964115],"study_design_scores_gemma":[4.26295e-7,0.000002996051,0.9993731,0.000001132411,0.00000267641,0.000008417638,0.00007140241,0.0003479743,0.00002421797,0.00001740309,0.0001492357,0.000001013595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99682,0.0001410298,0.0002251415,0.00004756493,0.00000362482,0.000004232193,0.001371293,0.00001220909,0.001374922],"genre_scores_gemma":[0.9984144,0.00006324072,0.0001301343,0.00001259699,0.000007227496,0.000007131973,0.001227417,0.000003703602,0.000134105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02579841,"threshold_uncertainty_score":0.05129647,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414566604","doi":"10.1088/3033-4942/ae0c30","title":"Revisiting greenhouse gas accounting protocols: a case study on wastewater treatment in Canada","year":2025,"lang":"en","type":"article","venue":"Environmental Research Water","topic":"Environmental Policies and Emissions","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":"University of Toronto","funders":"","keywords":"Greenhouse gas; Scope (computer science); Carbon accounting; Accounting method; Kyoto Protocol; Accounting information system","authors":[{"name":"Nadine Alzaghrini","is_ca":true},{"name":"Daniela Bodden","is_ca":true},{"name":"Elise Lagacé","is_ca":true},{"name":"Adrien Roy","is_ca":true},{"name":"David M. Bagley","is_ca":false},{"name":"Heather L. MacLean","is_ca":true},{"name":"I. Daniel Posen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04406090898496557,"gpt":0.3417825851150562,"spread":0.2977216761300906,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01246027,0.0005661421,0.0003676835,0.002212652,0.009155692,0.005306773,0.002816811,0.001590479,0.001181464],"category_scores_gemma":[0.02076131,0.0003877398,0.0008267739,0.006597783,0.002967471,0.00208398,0.00185458,0.002023565,0.0001717072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1353097,"about_ca_system_score_gemma":0.1429048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9858532,"about_ca_topic_score_gemma":0.9885116,"domain_scores_codex":[0.985968,0.002668662,0.000578411,0.0008257974,0.007743262,0.00221579],"domain_scores_gemma":[0.9740857,0.00713043,0.001006134,0.001296443,0.01571319,0.000768143],"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":[0.0007784427,0.001126859,0.2417439,0.001765025,0.0003053258,0.01149495,0.03891903,0.1477343,0.01546186,0.0776949,0.02814431,0.4348311],"study_design_scores_gemma":[0.0002451926,0.001014913,0.2854495,0.001347155,0.0005607914,0.001493298,0.1538225,0.1680856,0.03432871,0.01230508,0.3402711,0.00107614],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.938574,0.001252732,0.01491042,0.005589932,0.00009513125,0.001609981,0.001648238,0.0003422567,0.03597743],"genre_scores_gemma":[0.9603772,0.001205149,0.025657,0.0006243904,0.00001358328,0.0001696441,0.001043633,0.0001050379,0.01080424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1353097,"threshold_uncertainty_score":0.9817451,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}