{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":24,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":24,"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":"5f4cd75025c9","filters":{"venue":"International Journal of River Basin Management"}},"results":[{"id":"W3215896050","doi":"10.1080/15715124.2021.2007936","title":"Effects of climate change on river-ice processes and ice jams","year":2021,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Yukon University; Environment and Climate Change Canada","funders":"","keywords":"Climate change; Breakup; Environmental science; River ecosystem; Cryosphere; Flood myth; Climatology; Hydrology (agriculture); Geology; Sea ice; Habitat; Ecology; Geography; Oceanography","authors":[{"name":"Brian C. Burrell","is_ca":false},{"name":"Spyros Beltaos","is_ca":true},{"name":"Benoit Turcotte","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008578770390901526,"gpt":0.2232414887812102,"spread":0.2146627183903087,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006639565,0.0002093814,0.0002122362,0.0005197074,0.0004390562,0.001117452,0.0002424027,0.000443641,0.002726706],"category_scores_gemma":[0.001522337,0.00009812766,0.0003913515,0.0009651465,0.0006610186,0.0006118783,0.0006130516,0.0003084133,0.0002035845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000682753,"about_ca_system_score_gemma":0.0003487936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008375577,"about_ca_topic_score_gemma":0.01014062,"domain_scores_codex":[0.9997544,0.0001071068,0.00001787875,0.00003413373,0.00003161008,0.00005494761],"domain_scores_gemma":[0.998762,0.0004124742,0.0004121131,0.00005617783,0.0001911159,0.0001662265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007537855,0.0002567451,0.9257523,0.0003866335,0.0004727033,0.0009054829,0.0009827887,0.02083015,0.005919639,0.0068993,0.002529425,0.03431117],"study_design_scores_gemma":[0.000008301922,0.0001408465,0.9879603,0.00003385542,0.000070543,0.0001143863,0.0007869554,0.002508837,0.0008112835,0.001281192,0.006259952,0.0000235215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690166,0.004076952,0.001752686,0.00212135,0.0001493584,0.00004469038,0.002877296,0.00005826496,0.01990276],"genre_scores_gemma":[0.997013,0.001777068,0.0001940646,0.0001169626,0.00005823166,0.000007455607,0.0003273334,0.00001009754,0.0004957566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008375577,"threshold_uncertainty_score":0.01665366,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2789711576","doi":"10.1080/15715124.2018.1439496","title":"Lessons learned from past ice-jam floods concerning the challenges of flood mapping","year":2018,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":34,"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; Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Flood myth; Flooding (psychology); Damages; Hazard; Natural hazard; 100-year flood; Environmental science; Hydrology (agriculture); Flood stage; Water resource management; Geography; Geology; Meteorology; Ecology; Archaeology","authors":[{"name":"Karl‐Erich Lindenschmidt","is_ca":true},{"name":"Mikko Huokuna","is_ca":false},{"name":"Brian C. Burrell","is_ca":false},{"name":"Spyros Beltaos","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05544387504328927,"gpt":0.2989185103258374,"spread":0.2434746352825482,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01346405,0.0007129666,0.0008957155,0.00147309,0.001431337,0.004267732,0.002206295,0.00285775,0.003154843],"category_scores_gemma":[0.02116082,0.0003684085,0.0005759757,0.001288714,0.004983239,0.008973221,0.002408963,0.004113491,0.0006335172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001623364,"about_ca_system_score_gemma":0.001845324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01292777,"about_ca_topic_score_gemma":0.02163305,"domain_scores_codex":[0.997675,0.001519419,0.00013708,0.0002063923,0.0003487064,0.0001133018],"domain_scores_gemma":[0.9815903,0.01417104,0.000493291,0.0007554831,0.002273552,0.0007162456],"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":[0.0001195947,0.0001518312,0.02322366,0.001840632,0.0001003044,0.002088754,0.01672655,0.02174553,0.00117492,0.08246453,0.05085577,0.799508],"study_design_scores_gemma":[0.00003785885,0.0003975378,0.02036896,0.003383031,0.00006789042,0.003084017,0.05063564,0.02083549,0.001946492,0.5201177,0.3788508,0.0002745826],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0994124,0.1085703,0.1443466,0.6103704,0.003571222,0.0001487436,0.0005962896,0.0004695518,0.03251459],"genre_scores_gemma":[0.6846862,0.1541949,0.1187957,0.02100245,0.007330425,0.0001325573,0.0003847022,0.0002880931,0.01318487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01346405,"threshold_uncertainty_score":0.07120556,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3138519120","doi":"10.1080/15715124.2021.1906261","title":"Early detection of riverine flooding events using the group method of data handling for the Bow River, Alberta, Canada","year":2021,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Université Laval; University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Institute for Catastrophic Loss Reduction","keywords":"Flooding (psychology); Mean squared error; Overbank; Statistics; Flow (mathematics); Environmental science; Hydrology (agriculture); Meteorology; Computer science; Mathematics; Geology; Geography; Geotechnical engineering","authors":[{"name":"Mostafa Elkurdy","is_ca":true},{"name":"Andrew Binns","is_ca":true},{"name":"Hossein Bonakdari","is_ca":true},{"name":"Bahram Gharabaghi","is_ca":true},{"name":"Edward A. McBean","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02542498892717465,"gpt":0.2823222969242768,"spread":0.2568973079971021,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000723173,0.0004771347,0.0002783604,0.0009330564,0.0006949052,0.0005476149,0.0007592646,0.0002696519,0.0008849321],"category_scores_gemma":[0.00185685,0.0001623033,0.0002833712,0.0009004127,0.0002756129,0.0003489383,0.0003889589,0.0003769722,0.0001569496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005095857,"about_ca_system_score_gemma":0.01038262,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9601021,"about_ca_topic_score_gemma":0.9719221,"domain_scores_codex":[0.9997106,0.00003948398,0.00001202012,0.00006096868,0.00012334,0.00005357294],"domain_scores_gemma":[0.9994724,0.0001081551,0.00004532252,0.00002931599,0.000291199,0.00005360811],"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":[0.0003875644,0.000375372,0.4114012,0.000111271,0.0001323762,0.00040039,0.000613852,0.3428966,0.006968966,0.001183009,0.008807922,0.2267215],"study_design_scores_gemma":[0.00003167472,0.00005409011,0.1260779,0.00001504735,0.00002875012,0.00002429194,0.000478236,0.8681082,0.002715913,0.0002780114,0.002157548,0.0000302321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811652,0.0001671193,0.01323489,0.0002335191,0.00001685838,0.00008903482,0.00148613,0.0007813877,0.002825995],"genre_scores_gemma":[0.9773837,0.00008684096,0.01774715,0.00002174001,0.000003782264,0.0000248601,0.002364021,0.00003048829,0.00233748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03989792,"threshold_uncertainty_score":0.0802657,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1977307647","doi":"10.1080/15715124.2014.963862","title":"The institutional design of river basin organizations – empirical findings from around the world","year":2014,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Business; Empirical research; Environmental resource management; Water resource management; Environmental science","authors":[{"name":"Susanne Schmeier","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02278643983357063,"gpt":0.2942962621859621,"spread":0.2715098223523915,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005183011,0.0001094933,0.0002346391,0.003399067,0.002057979,0.00374009,0.0006975217,0.000485475,0.002966776],"category_scores_gemma":[0.01456589,0.0002268006,0.0001756794,0.007056134,0.00500227,0.003153726,0.003713149,0.0006646817,0.0001871132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002819439,"about_ca_system_score_gemma":0.002244774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02959625,"about_ca_topic_score_gemma":0.05134991,"domain_scores_codex":[0.9958732,0.002110869,0.0002812174,0.000487264,0.0008593936,0.000388031],"domain_scores_gemma":[0.9796798,0.00856645,0.006289841,0.001994219,0.002547036,0.0009227032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009605649,0.0002431527,0.6101428,0.0003420229,0.0001165041,0.0003650342,0.2284581,0.0008774507,0.00062522,0.04525241,0.003687608,0.1097937],"study_design_scores_gemma":[0.0000140756,0.00004723928,0.7538314,0.0005080993,0.00003406798,0.0001312313,0.2110479,0.0005765058,0.0002682438,0.004339146,0.02916866,0.00003329333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778299,0.001393426,0.0010173,0.001413072,0.000008561619,0.00002744582,0.0001627768,0.000007670547,0.01813978],"genre_scores_gemma":[0.9983923,0.0005481801,0.0003127693,0.0001149754,0.000004500309,0.00001906239,0.0001069399,0.00000640794,0.0004949326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02959625,"threshold_uncertainty_score":0.05884802,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2901599058","doi":"10.1080/15715124.2018.1546731","title":"Predicting the geometry of regime rivers using M5 model tree, multivariate adaptive regression splines and least square support vector regression methods","year":2018,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"","keywords":"Multivariate adaptive regression splines; Mars Exploration Program; Multivariate statistics; Hydrology (agriculture); Regression; Regression analysis; Support vector machine; Mathematics; Channel (broadcasting); Statistics; Mean squared error; Geology; Geometry; Bayesian multivariate linear regression; Geotechnical engineering; Engineering; Computer science; Physics","authors":[{"name":"Saba Shaghaghi","is_ca":false},{"name":"Hossein Bonakdari","is_ca":false},{"name":"Azadeh Gholami","is_ca":false},{"name":"Özgür Kişi","is_ca":false},{"name":"Andrew Binns","is_ca":true},{"name":"Bahram Gharabaghi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02917865562821296,"gpt":0.3231994141871058,"spread":0.2940207585588928,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001578259,0.0009048872,0.0009139486,0.001556666,0.0002481688,0.0007546188,0.0009027545,0.000746354,0.0005887513],"category_scores_gemma":[0.002899382,0.0003542587,0.001398086,0.001387848,0.0002393954,0.0007570335,0.0005489981,0.0009196032,0.0002528736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003111087,"about_ca_system_score_gemma":0.0009224311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01043707,"about_ca_topic_score_gemma":0.008118405,"domain_scores_codex":[0.9994635,0.0001928293,0.00004568947,0.000129423,0.0001099326,0.00005859734],"domain_scores_gemma":[0.9984952,0.0008050065,0.000230546,0.00008678948,0.0003278313,0.00005460198],"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":[0.00009140689,0.00009872344,0.01531405,0.00006021862,0.00008272933,0.0000837652,0.00004976564,0.8762594,0.002510261,0.0007132639,0.0007361654,0.1040002],"study_design_scores_gemma":[0.000001783695,0.00001344404,0.0007840015,0.000002058616,0.000003326548,0.00000474713,0.000006213204,0.9987978,0.0001779794,0.000150361,0.00005475465,0.000003485614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3032178,0.0005736614,0.6931756,0.0001514052,0.00004389554,0.00006212044,0.0004027661,0.001636368,0.0007364721],"genre_scores_gemma":[0.8584946,0.0002835295,0.1392788,0.00003931948,0.00002198107,0.00008489411,0.0009742032,0.0000591667,0.0007634905],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01043707,"threshold_uncertainty_score":0.02075267,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3003429050","doi":"10.1080/15715124.2020.1719120","title":"Ice in reservoirs and regulated rivers","year":2020,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":27,"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; Manitoba Hydro","funders":"","keywords":"Environmental science; Hydrology (agriculture); Habitat; River regime; Water resource management; Ecology; Geology; Geomorphology; Sediment","authors":[{"name":"Mikko Huokuna","is_ca":false},{"name":"Mike Morris","is_ca":true},{"name":"Spyros Beltaos","is_ca":true},{"name":"Brian C. Burrell","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01108298910716084,"gpt":0.2136955428394248,"spread":0.2026125537322639,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006038055,0.00009923909,0.0002369186,0.0005525121,0.0005104564,0.001709234,0.0003994723,0.0006429232,0.001661872],"category_scores_gemma":[0.0006471719,0.0001108872,0.0002459274,0.0008620626,0.001934119,0.001650633,0.0008221897,0.000551952,0.000168776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000602942,"about_ca_system_score_gemma":0.001154975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002295829,"about_ca_topic_score_gemma":0.003002092,"domain_scores_codex":[0.9995353,0.0001844422,0.00003403888,0.00006588755,0.0001066199,0.00007364756],"domain_scores_gemma":[0.9996215,0.0001409093,0.0001270867,0.00002373892,0.00005495534,0.00003182932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000114578,0.00003696511,0.005178657,0.001657407,0.00004961682,0.00137125,0.004272965,0.002878423,0.004850879,0.86911,0.005633301,0.1048459],"study_design_scores_gemma":[0.00002543249,0.0001835405,0.01556934,0.002095994,0.00008722684,0.001735284,0.004351992,0.00181701,0.004498452,0.1983267,0.771244,0.00006511952],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.214792,0.4410417,0.02867214,0.01528649,0.001744472,0.000109077,0.000320961,0.0001024263,0.2979306],"genre_scores_gemma":[0.8381812,0.1325752,0.004097803,0.001902606,0.0005608907,0.0000625246,0.0001347426,0.00002879849,0.02245614],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002295829,"threshold_uncertainty_score":0.005559504,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2019513440","doi":"10.1080/15715124.2007.9635323","title":"Monetary benefit sharing from dams: A few examples of financial partnerships with Indigenous communities in Québec (Canada)","year":2007,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Hydropower, Displacement, Environmental Impact","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Innovation, Science and Economic Development Canada","funders":"University of Otago","keywords":"Damages; Redistribution (election); Indigenous; Business; Compensation (psychology); Finance; Financial compensation; Natural resource economics; Economics; Public economics; Environmental resource management; Environmental planning; Political science","authors":[{"name":"Dominique Égré","is_ca":true},{"name":"Vincent Roquet","is_ca":false},{"name":"Carine Durocher","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03213965904747903,"gpt":0.3325861776011739,"spread":0.3004465185536949,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002357476,0.0002472788,0.0001721771,0.001581437,0.01637889,0.003111111,0.001617235,0.001297545,0.006332329],"category_scores_gemma":[0.003904794,0.0001468796,0.0002426633,0.002865202,0.003405696,0.001225352,0.002997268,0.0009368391,0.000191819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03934311,"about_ca_system_score_gemma":0.05998638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9376054,"about_ca_topic_score_gemma":0.982307,"domain_scores_codex":[0.9979661,0.0005900959,0.00003798856,0.0001107356,0.0004165435,0.0008787273],"domain_scores_gemma":[0.9965965,0.0009040029,0.0002609908,0.0001433405,0.001054638,0.001040511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001527883,0.000313241,0.07731221,0.001127288,0.0001231943,0.0237157,0.3799415,0.002419665,0.002650105,0.2098719,0.04932268,0.2530498],"study_design_scores_gemma":[0.00002781982,0.0001104646,0.1049689,0.0006789356,0.00007112521,0.002983376,0.314071,0.001336276,0.0006830973,0.005811515,0.5691543,0.0001032359],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.698553,0.006583343,0.002779816,0.01228966,0.0001888357,0.0002848564,0.0004107749,0.00007495736,0.2788348],"genre_scores_gemma":[0.9742173,0.001699323,0.00142273,0.0005636272,0.00001705385,0.00003907182,0.00008177266,0.00001108096,0.02194803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06239456,"threshold_uncertainty_score":0.2854555,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2015745099","doi":"10.1080/15715124.2011.565771","title":"A simplified direct method for finding optimal stable trapezoidal channels","year":2011,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Dam Engineering and Safety","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University; Toronto Metropolitan University","funders":"","keywords":"Stability (learning theory); Channel (broadcasting); Sensitivity (control systems); Chart; Cross section (physics); Mathematical optimization; Optimal design; Flow (mathematics); Mathematics; Control theory (sociology); Computer science; Engineering; Statistics; Geometry","authors":[{"name":"Said M. Easa","is_ca":true},{"name":"Ali R. Vatankhah","is_ca":false},{"name":"A O Abd El Halim","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02611782746624436,"gpt":0.2638310731302587,"spread":0.2377132456640143,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003382548,0.0005892357,0.0008717904,0.0005224705,0.0004095581,0.0007396195,0.0007905561,0.0005306613,0.005700526],"category_scores_gemma":[0.0009697769,0.0004743668,0.0007172532,0.0004771588,0.0003318467,0.0004789853,0.000558563,0.0006664447,0.0009312433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004433114,"about_ca_system_score_gemma":0.001261145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004690692,"about_ca_topic_score_gemma":0.006034826,"domain_scores_codex":[0.9998558,0.00002999687,0.000008796803,0.00003365598,0.00005487971,0.000016916],"domain_scores_gemma":[0.9997126,0.0001516111,0.00002389824,0.00002993031,0.0000729331,0.000008877776],"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":[0.00004663773,0.00003395952,0.0004599139,0.0003205314,0.00002322588,0.00008953329,0.0001170303,0.8139213,0.01309772,0.02570222,0.001803513,0.1443845],"study_design_scores_gemma":[0.00001082729,0.00001678788,0.00006627411,0.00001021315,0.00000674177,0.00003481028,0.00001410847,0.9915714,0.001796518,0.003742303,0.002722416,0.000007656713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003194748,0.00006681835,0.9940603,0.0000172311,0.00001140581,0.00004280217,0.00004072703,0.000157671,0.002408256],"genre_scores_gemma":[0.1491019,0.0001866387,0.8466206,0.00002619398,0.00001334138,0.0002870145,0.0001257132,0.0001516921,0.003486801],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005700526,"threshold_uncertainty_score":0.01907015,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2074527228","doi":"10.1080/15715124.2010.483209","title":"A multi-scale method for identifying groundwater exchanges sustaining critical thermal regimes in streams","year":2010,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Education, India; Ministry of Earth Sciences; Ministry of Natural Resources","keywords":"Groundwater; STREAMS; Hydrology (agriculture); Environmental science; Surface water; Hyporheic zone; Scale (ratio); Sediment; Substrate (aquarium); Groundwater discharge; Geology; Groundwater flow; Aquifer; Geomorphology; Geography; Environmental engineering; Geotechnical engineering; Computer science","authors":[{"name":"Jennifer Drake","is_ca":true},{"name":"Andrea Bradford","is_ca":true},{"name":"Doug Joy","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02177375548646732,"gpt":0.3316937515207099,"spread":0.3099199960342426,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000262901,0.000372313,0.0002974802,0.002181016,0.0004364869,0.0005301499,0.0004041167,0.0002875405,0.001042539],"category_scores_gemma":[0.000552421,0.0002507723,0.0002259871,0.0008675713,0.0002615117,0.0005558975,0.0003900299,0.0002071678,0.0001408688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006137456,"about_ca_system_score_gemma":0.0006889301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009371297,"about_ca_topic_score_gemma":0.03562317,"domain_scores_codex":[0.9998912,0.00001260352,0.000006482293,0.0000414202,0.00003099509,0.00001743406],"domain_scores_gemma":[0.9998065,0.00005428185,0.00004197386,0.00001857463,0.00005811337,0.00002054331],"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":[0.0002717582,0.0001413326,0.07370815,0.0004314956,0.00007698974,0.0003323222,0.0006782949,0.02819517,0.5344467,0.001862441,0.0006707369,0.3591847],"study_design_scores_gemma":[0.00006466239,0.0004381922,0.2913398,0.00007189237,0.0001644828,0.0008696526,0.001229205,0.5896457,0.1053732,0.00435351,0.006296085,0.000153585],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3535688,0.0003263824,0.64143,0.00004524615,0.00001732844,0.0003779346,0.0006252473,0.0009421564,0.002666795],"genre_scores_gemma":[0.5993922,0.0001533165,0.3990211,0.00001811632,0.000009636177,0.0002401653,0.0001541083,0.00004017418,0.0009710783],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009371297,"threshold_uncertainty_score":0.01863354,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2769170638","doi":"10.1080/15715124.2017.1402776","title":"Impact of climate variability and wetland drainage on watershed response in depression dominated landscapes","year":2017,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Wetland; Watershed; Environmental science; Hydrology (agriculture); Land cover; Precipitation; Land use; Drainage; Flood myth; Climate change; Land use, land-use change and forestry; Geography; Ecology; Geology","authors":[{"name":"Eghbal Ehsanzadeh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006573072834508815,"gpt":0.2711516683047247,"spread":0.2645785954702159,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003214004,0.00006319116,0.0001092553,0.0002518021,0.0001718487,0.0004202828,0.0001122752,0.0001201994,0.0005900819],"category_scores_gemma":[0.001151621,0.00006391124,0.0001212962,0.0002965647,0.0002688796,0.0001953606,0.0002582336,0.0001372541,0.00004650649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000351936,"about_ca_system_score_gemma":0.0002185657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009220301,"about_ca_topic_score_gemma":0.02584367,"domain_scores_codex":[0.999821,0.00006888583,0.000009408256,0.00003725078,0.00002506988,0.0000384485],"domain_scores_gemma":[0.9994956,0.0002066357,0.0001463361,0.0000306639,0.00004640343,0.00007434437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009357255,0.00004771794,0.9902725,0.000007030776,0.00005052094,0.0001338484,0.0001785534,0.000995229,0.004086087,0.00007705661,0.00006156309,0.003996196],"study_design_scores_gemma":[8.020619e-7,0.00002579836,0.9991015,6.489686e-7,0.00000446123,0.00001808958,0.0001170983,0.0005411062,0.0001119642,0.000018188,0.00005928564,0.000001134106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996582,0.00001387891,0.00004536615,0.00000919683,5.728647e-7,9.973221e-7,0.00003129914,0.000001194885,0.000239304],"genre_scores_gemma":[0.999877,0.00001184854,0.00002781182,0.000004112463,9.052002e-7,8.572054e-7,0.00003258208,7.195093e-7,0.00004415032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009220301,"threshold_uncertainty_score":0.01833326,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393162991","doi":"10.1080/15715124.2024.2329243","title":"Application of graph neural networks to forecast urban flood events: the case study of the 2013 flood of the Bow River, Calgary, Canada","year":2024,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Lakes Environmental (Canada); University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Flood myth; Environmental science; Hydrology (agriculture); Water resource management; Geography; Geology; Archaeology; Geotechnical engineering","authors":[{"name":"Paulo Alexandre Costa Rocha","is_ca":true},{"name":"Victor Oliveira Santos","is_ca":true},{"name":"John Scott","is_ca":true},{"name":"Jesse Van Griensven Thé","is_ca":true},{"name":"Bahram Gharabaghi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004952860141047572,"gpt":0.2231865186869913,"spread":0.2182336585459438,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002910255,0.0007341866,0.0002966574,0.0007958516,0.0004392706,0.0005840403,0.0006139422,0.000416999,0.0007656173],"category_scores_gemma":[0.001334545,0.0001603082,0.0002807222,0.0009632109,0.0003559449,0.0003638013,0.0003055181,0.0004932758,0.00007707375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004333493,"about_ca_system_score_gemma":0.003700048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8591406,"about_ca_topic_score_gemma":0.9053735,"domain_scores_codex":[0.9998993,0.00001629612,0.000005394285,0.00002780037,0.00002335382,0.00002786944],"domain_scores_gemma":[0.9996825,0.0001438351,0.00002236054,0.00001615969,0.0001049007,0.00003014494],"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":[0.00005194927,0.00002727457,0.01045884,0.00003094466,0.00002639081,0.0001325171,0.00004251649,0.971132,0.0004265771,0.0004676808,0.001719741,0.01548362],"study_design_scores_gemma":[0.000004767668,0.000008032894,0.004015021,0.000003221671,0.000007742151,0.000006329484,0.00007727167,0.994896,0.0002885519,0.0003471026,0.0003401702,0.000005813958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744111,0.0003767131,0.01665377,0.0008269541,0.00006978713,0.00006082132,0.002780719,0.0007622648,0.004057769],"genre_scores_gemma":[0.9907438,0.0001828215,0.006258341,0.00003820342,0.000008236885,0.00001081297,0.001497948,0.00002038728,0.001239433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1408594,"threshold_uncertainty_score":0.2833778,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4377095902","doi":"10.1080/15715124.2023.2214866","title":"High-resolution assessment of riverbank erosion and stabilization techniques with associated water quality implications","year":2023,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Agri-Food and Biosciences Institute; Interreg; European Commission; Queen's University; Natural Environment Research Council; Queen's University Belfast","keywords":"Erosion; Sediment; Environmental science; Hydrology (agriculture); Water quality; Phosphorus; Nutrient; Lidar; Geology; Remote sensing; Geomorphology; Ecology","authors":[{"name":"Emma Hayes","is_ca":false},{"name":"Suzanne Higgins","is_ca":false},{"name":"Donal Mullan","is_ca":false},{"name":"Josie Geris","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02343267376613935,"gpt":0.2857734207891084,"spread":0.2623407470229691,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007075918,0.0001708117,0.0002814423,0.000602529,0.0001919769,0.0005199361,0.000344841,0.0002688179,0.000563789],"category_scores_gemma":[0.0009900362,0.0001420291,0.0001470074,0.0006155954,0.0001383273,0.000403196,0.0003577795,0.0002078379,0.000125179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003110841,"about_ca_system_score_gemma":0.0002719585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005174062,"about_ca_topic_score_gemma":0.01339757,"domain_scores_codex":[0.9997144,0.00004981413,0.0000204603,0.0000532174,0.000132699,0.00002933288],"domain_scores_gemma":[0.9995321,0.00009386904,0.0001041065,0.00005114027,0.0001976129,0.00002121126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002570058,0.0003813569,0.3455964,0.0003392415,0.0001775512,0.0003098979,0.000433695,0.02554032,0.2925106,0.0005782507,0.0008080005,0.3330677],"study_design_scores_gemma":[0.00003216864,0.0003659159,0.8471246,0.00005294848,0.00007368864,0.0004423026,0.0004640053,0.1046162,0.04268543,0.0006201103,0.003464109,0.00005844302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9290774,0.0004074457,0.06694949,0.00005636627,0.000009455362,0.00009104132,0.0005344627,0.0002286318,0.002645806],"genre_scores_gemma":[0.9568571,0.0001959536,0.04196943,0.00001614584,0.000004222623,0.00004392574,0.0002566216,0.00001392276,0.0006426276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005174062,"threshold_uncertainty_score":0.01028788,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2586388353","doi":"10.1080/15715124.2017.1287710","title":"A revisit of different models for flow resistance in gravel-bed rivers and hydraulic flumes","year":2017,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Flume; Flow (mathematics); RADIUS; Hydraulics; Mathematics; Flow velocity; Range (aeronautics); Mechanics; Geotechnical engineering; Geology; Geometry; Computer science; Engineering; Thermodynamics; Physics","authors":[{"name":"Mohammad Reza Namaee","is_ca":true},{"name":"Juey Sui","is_ca":true},{"name":"Todd W. Whitcombe","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01174854747174548,"gpt":0.243581733052803,"spread":0.2318331855810575,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002417165,0.0008595233,0.00093334,0.001394841,0.000393379,0.001533767,0.003168653,0.001141354,0.001119865],"category_scores_gemma":[0.008146156,0.0008193022,0.00198025,0.001315879,0.001061364,0.002948626,0.0007124192,0.001595087,0.0004885161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346967,"about_ca_system_score_gemma":0.001078712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01466192,"about_ca_topic_score_gemma":0.01027097,"domain_scores_codex":[0.9987928,0.0003366325,0.00009563523,0.0003224403,0.000363789,0.00008879582],"domain_scores_gemma":[0.996744,0.002096103,0.0003401915,0.0003717815,0.0003981242,0.00004966333],"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":[0.00003117153,0.00007748313,0.01517668,0.0001662291,0.0001187383,0.0001806378,0.0004780811,0.883992,0.002126094,0.03286466,0.001132218,0.06365605],"study_design_scores_gemma":[0.000005475601,0.00002473611,0.003029254,0.00003298972,0.000023159,0.0001013873,0.00003452185,0.9872882,0.0006308016,0.006181241,0.002616562,0.00003163728],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1095805,0.002216349,0.8817729,0.0008091351,0.0000750047,0.00008687737,0.0003467841,0.0007813105,0.004331199],"genre_scores_gemma":[0.8066923,0.004590247,0.1768553,0.0002556192,0.0002339505,0.0002745657,0.0006348436,0.0004852687,0.009977886],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01466192,"threshold_uncertainty_score":0.02915311,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2045380808","doi":"10.1080/15715124.2003.9635213","title":"Developing habitat suitability criteria for water management: A case study","year":2003,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Wetland; Habitat; Environmental science; Watershed; Esox; Hydrology (agriculture); Bioindicator; Water level; Marsh; Water quality; Ecology; Fishery; Pike; Geography; Fish <Actinopterygii>","authors":[{"name":"Lafayette Dantas da Luz","is_ca":false},{"name":"Daniel P. Loucks","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02356608572249406,"gpt":0.2976895443041392,"spread":0.2741234585816452,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00146617,0.0003559181,0.0001978632,0.001546366,0.0005952995,0.0006886238,0.0005059714,0.000466916,0.001523046],"category_scores_gemma":[0.00502642,0.0001338802,0.0003982423,0.001755394,0.0004363425,0.0005608623,0.0006143446,0.0002536567,0.00008170712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001743311,"about_ca_system_score_gemma":0.0008442565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02993582,"about_ca_topic_score_gemma":0.05752365,"domain_scores_codex":[0.9993949,0.0003492598,0.00003918675,0.00004589818,0.0001188452,0.00005186483],"domain_scores_gemma":[0.9970309,0.00223142,0.000156907,0.0001343106,0.0003304337,0.0001160889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000588233,0.001195067,0.4060553,0.0003302556,0.0001391961,0.006174567,0.004005789,0.3733805,0.01180259,0.01292244,0.004061597,0.1793446],"study_design_scores_gemma":[0.0001022145,0.0008706897,0.1143494,0.00005378078,0.00005369868,0.0007756721,0.005164464,0.8591696,0.009261278,0.004249536,0.005890224,0.00005942525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693921,0.00005142733,0.0273855,0.0001020617,0.000004664072,0.000279441,0.0002967649,0.00005228639,0.002435827],"genre_scores_gemma":[0.9525761,0.00004211345,0.04636587,0.000008988287,0.000003360523,0.0001338708,0.000251331,0.000008982648,0.0006093617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02993582,"threshold_uncertainty_score":0.05952317,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2021408664","doi":"10.1080/15715124.2014.903259","title":"A flood risk assessment for the City of Chilliwack on the Fraser River, British Columbia, Canada","year":2014,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":5,"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; BGC Engineering (Canada)","funders":"U.S. Army Engineer Institute for Water Resources; U.S. Army Corps of Engineers","keywords":"Flood myth; Return period; Flooding (psychology); Dike; Flood risk assessment; Floodplain; Flood risk management; Flood mitigation; Preparedness; Hazard; Environmental science; 100-year flood; Water resource management; Geography; Environmental planning; Environmental resource management; Hydrology (agriculture); Engineering; Ecology; Geology; Archaeology","authors":[{"name":"Matthias Jakob","is_ca":true},{"name":"Kris Holm","is_ca":true},{"name":"Edgar Lazarte","is_ca":true},{"name":"Michael Church","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005091689649733297,"gpt":0.2168909148754256,"spread":0.2117992252256923,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003905314,0.0006893658,0.0003206142,0.001806734,0.001869661,0.002099158,0.0009918209,0.0006135359,0.00276612],"category_scores_gemma":[0.001578727,0.0002890696,0.0004261254,0.002511111,0.0003555991,0.0003990594,0.0007118356,0.0005444006,0.0002488355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03103655,"about_ca_system_score_gemma":0.02040352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9875667,"about_ca_topic_score_gemma":0.9940144,"domain_scores_codex":[0.999514,0.0000630632,0.00001793572,0.00004617363,0.0002209745,0.0001378218],"domain_scores_gemma":[0.9991758,0.00008965406,0.00005869992,0.00002250731,0.0005344513,0.0001187585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005379501,0.0002981726,0.6231724,0.000296155,0.0003363185,0.003014347,0.002065364,0.2672434,0.002318752,0.005868326,0.02806645,0.06678236],"study_design_scores_gemma":[0.00007431651,0.0002126593,0.7545438,0.0002240944,0.0001936579,0.0004812313,0.0161284,0.2048463,0.0009341126,0.001621246,0.02056754,0.0001726091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725476,0.0003634366,0.001131019,0.0007544591,0.00001218091,0.0002031768,0.005601333,0.00005409119,0.01933282],"genre_scores_gemma":[0.9867186,0.000358015,0.001219536,0.00005982598,0.000003331045,0.0000442264,0.002336009,0.00001345319,0.009246883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03103655,"threshold_uncertainty_score":0.225187,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406193170","doi":"10.1080/15715124.2024.2445236","title":"Applicability of reanalysis data in calibrating a hydrological model in a data-scarce mountainous watershed","year":2025,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Science and Engineering Research Board","keywords":"Hydrometeorology; Watershed; Environmental science; Water balance; Hydrology (agriculture); Surface runoff; Hydrological modelling; Distributed element model; Calibration; Land cover; Precipitation; Climate model; Climate change; Land use; Climatology; Meteorology; Geology; Computer science; Geography; Ecology","authors":[{"name":"M. Kavya","is_ca":false},{"name":"Ankit Singh","is_ca":false},{"name":"Sanjeev Jha","is_ca":false},{"name":"N. Kouwen","is_ca":true},{"name":"P. K. Srivastava","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0263741150774577,"gpt":0.295068243993612,"spread":0.2686941289161544,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002317084,0.0003466475,0.0003183672,0.0004902418,0.0003109634,0.000869657,0.0005556218,0.0005437749,0.0004917866],"category_scores_gemma":[0.005997264,0.0002464064,0.0004630522,0.0009412168,0.0002983317,0.001033956,0.0005167003,0.0003498718,0.0001243876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005002744,"about_ca_system_score_gemma":0.0007691435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01315247,"about_ca_topic_score_gemma":0.01193234,"domain_scores_codex":[0.9993062,0.0003735268,0.00004655064,0.0001220218,0.0001081159,0.00004354289],"domain_scores_gemma":[0.998176,0.0008509379,0.0001577266,0.0004676319,0.0002963095,0.00005142561],"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":[0.000160157,0.0001924013,0.1626024,0.000164287,0.0003496799,0.0002736167,0.0002384021,0.7688794,0.007597929,0.00226027,0.0005762638,0.05670534],"study_design_scores_gemma":[0.00006309353,0.0001339562,0.0907081,0.0000719031,0.0001116413,0.00007220737,0.0003061034,0.8994483,0.004714606,0.001784582,0.002532333,0.000053108],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9527892,0.0002954333,0.0423815,0.0002478929,0.00002942766,0.00008819441,0.001351411,0.0003020876,0.002514749],"genre_scores_gemma":[0.9808158,0.000123601,0.01824686,0.00002908691,0.00000713663,0.00004126685,0.0006045019,0.00002325207,0.0001084165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01315247,"threshold_uncertainty_score":0.02615184,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407291306","doi":"10.1080/15715124.2024.2444680","title":"Decomposing streamflow for improved river flow prediction accuracy of machine learning models","year":2025,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Hydrological Forecasting Using AI","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada; Institute for Catastrophic Loss Reduction","keywords":"Streamflow; Stream flow; Flow (mathematics); Hydrology (agriculture); Environmental science; Machine learning; Computer science; Geology; Mathematics; Geotechnical engineering; Drainage basin; Geography; Cartography","authors":[{"name":"Mostafa Elkurdy","is_ca":true},{"name":"Andrew Binns","is_ca":false},{"name":"Bahram Gharabaghi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01560140587959655,"gpt":0.2615071093429706,"spread":0.245905703463374,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001179704,0.000820231,0.0006105056,0.0007052953,0.0002746366,0.0005649697,0.0005400767,0.0004583022,0.001256969],"category_scores_gemma":[0.00303995,0.0002417515,0.0004413005,0.000571356,0.00024359,0.0009461905,0.000652587,0.0009301389,0.0003350165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004264218,"about_ca_system_score_gemma":0.000970915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006474148,"about_ca_topic_score_gemma":0.005965085,"domain_scores_codex":[0.999719,0.00009941275,0.00001988683,0.00005346029,0.00006744499,0.000040807],"domain_scores_gemma":[0.9994013,0.0002947247,0.00005129329,0.00008233254,0.0001399205,0.00003039954],"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":[0.0001101632,0.0001034314,0.004176706,0.00005040186,0.00005997826,0.00005453546,0.00004595018,0.7518915,0.007778239,0.003469935,0.001320633,0.2309386],"study_design_scores_gemma":[0.000001428488,0.000007958739,0.0003100302,0.00000279905,0.000002724288,0.000003434678,0.000002862213,0.9978999,0.0007812138,0.0008129546,0.0001728276,0.000001832141],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1715953,0.0007146042,0.8229161,0.0003461499,0.00007960882,0.00007173316,0.0002722765,0.001375839,0.002628418],"genre_scores_gemma":[0.8694044,0.0003417109,0.1282272,0.0000917381,0.00004110379,0.00008077519,0.0005898539,0.0000786886,0.001144531],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006474148,"threshold_uncertainty_score":0.01287293,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1974026252","doi":"10.1080/15715124.2006.9635288","title":"Two analytical approaches for quantifying physical habitat as a limit to aquatic ecosystems","year":2006,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Fish Ecology and Management Studies","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":"","keywords":"Environmental science; Habitat; Ecosystem; Streamflow; Population; Aquatic ecosystem; Ecology; Watershed; Carrying capacity; Quantile regression; Quantile; Geography; Biology; Statistics; Mathematics; Drainage basin; Computer science","authors":[{"name":"Robert T. Milhous","is_ca":false},{"name":"John M. Bartholow","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03716552609715462,"gpt":0.2897695438659192,"spread":0.2526040177687646,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003070889,0.0009300445,0.0006457911,0.004454294,0.0004796402,0.002086899,0.001742715,0.0006841499,0.002187511],"category_scores_gemma":[0.01323083,0.0005715254,0.001007031,0.002632178,0.001925522,0.002108227,0.002156542,0.0007796706,0.0002048217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00229226,"about_ca_system_score_gemma":0.001781005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01241668,"about_ca_topic_score_gemma":0.009146594,"domain_scores_codex":[0.998321,0.0007663116,0.00006825313,0.0002259594,0.0004335305,0.0001848027],"domain_scores_gemma":[0.9937186,0.003493427,0.001372036,0.0004569207,0.0007902402,0.0001687852],"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":[0.00006534303,0.0002219737,0.05184305,0.0003300795,0.0002641582,0.0002810743,0.0006744571,0.6441828,0.004521081,0.2111766,0.001505232,0.08493409],"study_design_scores_gemma":[0.000009038222,0.000143807,0.02049399,0.0001186381,0.00006880951,0.0002130314,0.0006463116,0.8904258,0.001291036,0.08147504,0.005039054,0.00007540279],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09718197,0.0009769686,0.8909814,0.0006035443,0.00002625257,0.0001433217,0.0004132587,0.0002271408,0.009446164],"genre_scores_gemma":[0.8297155,0.000975155,0.1660923,0.0001487618,0.00005315979,0.0003515983,0.0002257141,0.00007178821,0.002365942],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01241668,"threshold_uncertainty_score":0.02468884,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391338139","doi":"10.1080/15715124.2024.2301935","title":"Determining ice-jam stage frequency distributions of an ungauged river reach using dendrogeomorphological data","year":2024,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Global Institute for Water Security; Alberta Environment and Protected Areas; University of Saskatchewan","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Stage (stratigraphy); Geology; Hydrology (agriculture); Environmental science; Geotechnical engineering","authors":[{"name":"Teagan Lubiniecki","is_ca":true},{"name":"Karl‐Erich Lindenschmidt","is_ca":true},{"name":"Colin P. Laroque","is_ca":true},{"name":"Prabin Rokaya","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07339554462735182,"gpt":0.3133601116024121,"spread":0.2399645669750603,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000260124,0.00009465902,0.00009729894,0.001937659,0.0002027189,0.000399148,0.0001319973,0.0001081788,0.0005917298],"category_scores_gemma":[0.0009635423,0.0000707267,0.00009542192,0.001072256,0.0001358484,0.0002657809,0.0002961866,0.00007469051,0.0001496227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001919841,"about_ca_system_score_gemma":0.0001309649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004438681,"about_ca_topic_score_gemma":0.01703152,"domain_scores_codex":[0.9998727,0.00002569276,0.00001433814,0.00003475833,0.00002859128,0.00002399634],"domain_scores_gemma":[0.999313,0.0002224133,0.0002040887,0.00005670373,0.0001292575,0.00007455747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006014257,0.00001482981,0.9890572,0.0000107307,0.00001381191,0.00005511193,0.0004458512,0.0006952368,0.003386978,0.00009120227,0.00004985281,0.006119038],"study_design_scores_gemma":[8.733462e-7,0.00003185716,0.9969583,0.000004088775,0.000005969182,0.00006773204,0.0005370549,0.001552476,0.0004903604,0.00003560565,0.0003119988,0.000003650928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986964,0.00001578344,0.000490745,0.000002047886,4.399846e-7,0.000005642738,0.0002055225,0.000007306655,0.0005761062],"genre_scores_gemma":[0.9990746,0.00001592863,0.0004447139,7.053238e-7,5.744587e-7,0.000006118771,0.0002993788,0.00000168658,0.0001562946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004438681,"threshold_uncertainty_score":0.00882566,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4362640599","doi":"10.1080/15715124.2023.2200006","title":"Residential flood risk in Metro Vancouver due to climate change using probability boxes","year":2023,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Victoria","funders":"","keywords":"Flood myth; Climate change; Environmental science; Geography; Water resource management; Hydrology (agriculture); Engineering; Archaeology; Geology; Geotechnical engineering","authors":[{"name":"Hiva Viseh","is_ca":true},{"name":"David Bristow","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0216609121702767,"gpt":0.2856626892476939,"spread":0.2640017770774172,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001617313,0.0003138599,0.0002989142,0.001181751,0.0004473702,0.001510436,0.0006362346,0.0005069333,0.0009116104],"category_scores_gemma":[0.004632701,0.0002209,0.0004461308,0.001064187,0.0005945975,0.0005748985,0.0007464034,0.000363033,0.0000672243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002990358,"about_ca_system_score_gemma":0.001335777,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.491843,"about_ca_topic_score_gemma":0.4473695,"domain_scores_codex":[0.9995598,0.0001795046,0.00002301661,0.0000771253,0.00009275474,0.0000678783],"domain_scores_gemma":[0.9966782,0.002402514,0.0003469286,0.0001860084,0.0002739452,0.000112287],"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":[0.0001122864,0.00002246431,0.1491607,0.0000235296,0.00009897,0.0001641225,0.000141967,0.8397002,0.0003536974,0.002872954,0.0002636128,0.007085554],"study_design_scores_gemma":[0.000005727477,0.0000193616,0.06047196,0.00001403927,0.00001738422,0.00004678308,0.0002019425,0.9371197,0.0002384691,0.001437829,0.0004032979,0.00002353842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987152,0.00008750251,0.01060701,0.00006360348,0.000003216587,0.00002413865,0.0003988715,0.00004555843,0.001618169],"genre_scores_gemma":[0.9982559,0.00004228086,0.001300802,0.000003474343,0.000001260183,0.000008292212,0.0001758946,0.000002361093,0.0002096392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.508157,"threshold_uncertainty_score":0.9779602,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399366521","doi":"10.1080/15715124.2024.2349020","title":"Environmental effects of river ice, The Saint John (Wolastoq) River, New Brunswick, Canada","year":2024,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Environment and Climate Change Canada; Government of New Brunswick; University of Fredericton","funders":"","keywords":"SAINT; River management; Hydrology (agriculture); Geography; Archaeology; Geology; Environmental science; Environmental resource management; History; Geotechnical engineering","authors":[{"name":"Brian C. Burrell","is_ca":true},{"name":"Spyros Beltaos","is_ca":true},{"name":"Brent E. Newton","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003080102911173958,"gpt":0.1801577442431053,"spread":0.1770776413319313,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002633093,0.0002522952,0.0001847717,0.0008956421,0.001963405,0.001582078,0.0003630498,0.0001482437,0.002731881],"category_scores_gemma":[0.0005043744,0.0001117138,0.0001953062,0.002640052,0.0005382823,0.0002919509,0.0005568598,0.0004971114,0.0002086233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02059048,"about_ca_system_score_gemma":0.03237363,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9905219,"about_ca_topic_score_gemma":0.9979193,"domain_scores_codex":[0.9997907,0.0000173247,0.00001135172,0.00002788038,0.00008512654,0.00006768974],"domain_scores_gemma":[0.9994123,0.00002415558,0.00005316642,0.000006735286,0.0004358048,0.00006792959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003030226,0.0001419044,0.6051009,0.002266681,0.0004170315,0.002177276,0.005595654,0.004099199,0.007512385,0.01198715,0.0883517,0.2720471],"study_design_scores_gemma":[0.00001278776,0.00002859582,0.8190729,0.0006143717,0.00009534868,0.0002386173,0.007206909,0.000531757,0.001094234,0.000572001,0.1704848,0.00004772394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6875017,0.09275454,0.001395076,0.01129037,0.0006977107,0.0002884242,0.02362204,0.0001382951,0.182312],"genre_scores_gemma":[0.8917663,0.0668183,0.001947056,0.001158133,0.00005257307,0.00008345725,0.006587271,0.00005630894,0.03153057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02059048,"threshold_uncertainty_score":0.149395,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409889156","doi":"10.1080/15715124.2025.2490272","title":"Beyond participation: power relations, information flows, and collaboration in water governance: a case of the Pra River Basin, Ghana","year":2025,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Corporate governance; Structural basin; Water resource management; Hydrology (agriculture); Drainage basin; Power (physics); Geography; Environmental science; Geology; Business; Geomorphology; Geotechnical engineering; Finance","authors":[{"name":"Augustine Chiga Awolorinke","is_ca":false},{"name":"Alesia Dedaa Ofori","is_ca":false},{"name":"Martiwi Diah Setiawati","is_ca":false},{"name":"Nurudeen Issifu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003679089863062573,"gpt":0.2700144056326108,"spread":0.2663353157695482,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002549675,0.0001884469,0.0001883539,0.0006667738,0.004998429,0.003124333,0.0005586545,0.001154737,0.003581841],"category_scores_gemma":[0.005800852,0.0002183669,0.000126898,0.001701743,0.008289516,0.004612958,0.002766184,0.0009161216,0.0001859903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0031926,"about_ca_system_score_gemma":0.003396367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02597747,"about_ca_topic_score_gemma":0.04605144,"domain_scores_codex":[0.9963745,0.002797625,0.00005908234,0.0001588799,0.0001787905,0.000431157],"domain_scores_gemma":[0.9934629,0.005111656,0.0006696316,0.0001778026,0.000184358,0.0003936572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001018367,0.0001215734,0.0426696,0.0002365032,0.000014641,0.0130907,0.8307034,0.001395111,0.00245333,0.0808273,0.001717781,0.02666828],"study_design_scores_gemma":[0.0000408099,0.00008781068,0.03128701,0.0003060869,0.00002024268,0.00146172,0.8971322,0.002405599,0.0006344154,0.02163066,0.04497243,0.00002105666],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676517,0.0002610341,0.002958451,0.005620718,0.000008032596,0.0000758489,0.00004011934,0.000009843347,0.02337421],"genre_scores_gemma":[0.9981839,0.0001174473,0.0005805357,0.00006461313,0.00000311763,0.00002284777,0.000009494222,0.000003287279,0.001014623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02597747,"threshold_uncertainty_score":0.05165249,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407040870","doi":"10.1080/15715124.2024.2440757","title":"Evaluating and improving the simulation of channel and reservoir processes for streamflow and water quality modelling in the Lake Erie watersheds","year":2025,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Hydrology and Watershed Management Studies","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":"Ministry of the Environment, Conservation and Parks; University of Guelph","funders":"","keywords":"Streamflow; Environmental science; Channel (broadcasting); Hydrology (agriculture); Water quality; Dam removal; Geology; Sediment; Engineering; Geomorphology; Drainage basin; Geography; Geotechnical engineering; Ecology","authors":[{"name":"Amanpreet Kaur","is_ca":true},{"name":"Pranesh Kumar Paul","is_ca":true},{"name":"Ramesh Rudra","is_ca":true},{"name":"Pradeep Goel","is_ca":true},{"name":"Prasad Daggupati","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04230898505044282,"gpt":0.3316952697157287,"spread":0.2893862846652858,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001073667,0.0005460634,0.0004249263,0.0002639576,0.0004536203,0.001061379,0.0007321192,0.0005611949,0.0004922295],"category_scores_gemma":[0.002360846,0.000336968,0.0003675135,0.0004103307,0.0003515433,0.0008101248,0.0004139237,0.0004060665,0.00007442538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002912586,"about_ca_system_score_gemma":0.004848609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3937361,"about_ca_topic_score_gemma":0.3912139,"domain_scores_codex":[0.9996934,0.0001162342,0.00002330695,0.00004839302,0.00005778182,0.00006085674],"domain_scores_gemma":[0.999167,0.000371712,0.0000777631,0.00005247443,0.0002697858,0.00006133549],"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":[0.00005751616,0.000115243,0.01822243,0.0000266907,0.0000309944,0.00004435363,0.00006627353,0.9709063,0.002206904,0.0003597147,0.0001319268,0.007831607],"study_design_scores_gemma":[0.00001305582,0.00004785018,0.003366806,0.000003090266,0.00001259225,0.00000354069,0.00003694558,0.9947037,0.001562472,0.00005319584,0.0001889849,0.0000076709],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939399,0.00004480951,0.004735151,0.00005522588,0.000005328302,0.0000354925,0.0001181313,0.0001204952,0.0009454321],"genre_scores_gemma":[0.9885534,0.00007777016,0.01061993,0.00001250432,0.000001828368,0.0000227888,0.0001892532,0.00001776252,0.0005047849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3937361,"threshold_uncertainty_score":0.7828886,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414452201","doi":"10.1080/15715124.2025.2552889","title":"Assessing hydrological response to future climate change in a small Mediterranean watershed (North-Algeria)","year":2025,"lang":"en","type":"article","venue":"International Journal of River Basin Management","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Watershed; Climate change; Mediterranean climate; Hydrology (agriculture); Water resources; Water cycle; Effects of global warming","authors":[{"name":"Sabrina Taïbi","is_ca":false},{"name":"Ayoub Zeroual","is_ca":false},{"name":"Nawel Khettab","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02347079578283306,"gpt":0.2903251149710902,"spread":0.2668543191882571,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004399056,0.0002143469,0.0001954649,0.0003973167,0.0002487812,0.0005937426,0.000282048,0.0003974029,0.0005125045],"category_scores_gemma":[0.0006066958,0.00008291184,0.000258351,0.0004596451,0.0001794448,0.0004076446,0.0002987307,0.0001194758,0.0000669418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001134217,"about_ca_system_score_gemma":0.000582419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03270239,"about_ca_topic_score_gemma":0.02818759,"domain_scores_codex":[0.9998732,0.00004010012,0.00001013875,0.00002427297,0.00002701263,0.00002526118],"domain_scores_gemma":[0.9998311,0.00004604539,0.0000430667,0.0000130705,0.00003966507,0.00002702468],"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":[0.0002875298,0.0004017966,0.8474162,0.0001239529,0.0002458073,0.001264867,0.0007583583,0.09127701,0.008566508,0.0006163099,0.0009557022,0.04808585],"study_design_scores_gemma":[0.00003164607,0.0001352766,0.9077045,0.00001584775,0.00006570201,0.0001487222,0.0009706721,0.08744203,0.001383892,0.000341058,0.001741792,0.00001885021],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991055,0.00005479001,0.0002569575,0.00005701717,0.000002131959,0.000007326832,0.0001656196,0.00001080104,0.000339811],"genre_scores_gemma":[0.9989371,0.00008542014,0.000492437,0.00001429985,0.000005099047,0.00001145308,0.0002431816,0.000002766285,0.000208233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03270239,"threshold_uncertainty_score":0.06502408,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}