{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"89f43ad8dcfc","filters":{"venue":"Annals of Warsaw University of Life Sciences – SGGW Land Reclamation"}},"results":[{"id":"W2048036286","doi":"10.2478/sggw-2013-0007","title":"Using support vector regression to predict direct runoff, base flow and total flow in a mountainous watershed with limited data in Uttaranchal, India","year":2013,"lang":"en","type":"article","venue":"Annals of Warsaw University of Life Sciences – SGGW Land Reclamation","topic":"Hydrological Forecasting Using AI","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Surface runoff; Base flow; Watershed; Support vector machine; Environmental science; Hydrology (agriculture); Water resources; Flow (mathematics); Geography; Mathematics; Computer science; Drainage basin; Engineering; Ecology; Machine learning; Cartography; Geotechnical engineering","authors":[{"name":"Jan Adamowski","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06623861588025744,"gpt":0.2624961674130786,"spread":0.1962575515328212,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008569227,0.0001138187,0.0002351221,0.0001918805,0.0001264599,0.00001921157,0.000335526,0.00007691484,0.0001564106],"category_scores_gemma":[0.0001449367,0.00008450388,0.00001798011,0.0006592386,0.0004067197,0.000821683,0.0002793858,0.00008570815,0.000008074328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003768874,"about_ca_system_score_gemma":0.00004405963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00584681,"about_ca_topic_score_gemma":0.0007282014,"domain_scores_codex":[0.9986424,0.0001286681,0.0002041731,0.0003904873,0.0003798364,0.0002544341],"domain_scores_gemma":[0.9994215,0.00006809426,0.0001475942,0.0002123028,0.00002563155,0.000124916],"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":[0.0002875387,0.0001861855,0.768142,0.00005036176,0.00001161383,0.00002269755,0.004165332,0.2158464,0.00526356,0.000001380688,0.000582741,0.005440199],"study_design_scores_gemma":[0.0005857339,0.000516633,0.4245259,0.0002153558,0.000008877765,0.000007373764,0.0003080727,0.5729785,0.0006018885,0.0000364249,0.00004932233,0.0001659872],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982908,0.00001625277,0.0001268481,0.0008998414,0.0000303436,0.000277119,0.00002939566,0.00001379347,0.0003155937],"genre_scores_gemma":[0.991058,0.00002504876,0.008770306,0.0000779403,0.000007770987,2.918728e-7,0.0000306314,0.00000369278,0.00002630806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3571321,"threshold_uncertainty_score":0.8838667,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2046457480","doi":"10.2478/v10060-008-0088-0","title":"Participatory water resources planning and management in an Agriculturally Intensive Watershed in Quebec, Canada using Stakeholder Built System Dynamics Models","year":2011,"lang":"en","type":"article","venue":"Annals of Warsaw University of Life Sciences – SGGW Land Reclamation","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Watershed; Watershed management; Stakeholder; Environmental resource management; Citizen journalism; Environmental planning; Participatory planning; Participatory GIS; Social dynamics; Process management; Business; Computer science; Geography; Environmental science; Sociology; Political science; Public relations; Social science","authors":[{"name":"Jan Adamowski","is_ca":true},{"name":"Johannes Halbe","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1739251062576627,"gpt":0.2559867209669464,"spread":0.08206161470928369,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004217233,0.00007766076,0.0001488288,0.00006295455,0.00009651441,0.000008870896,0.0001875161,0.00004201407,0.00001629923],"category_scores_gemma":[0.000007204056,0.00005854955,0.00001482021,0.0001720562,0.0002683971,0.0007078887,0.0001195061,0.00004608683,2.668526e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000202415,"about_ca_system_score_gemma":0.00002519609,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7489814,"about_ca_topic_score_gemma":0.876467,"domain_scores_codex":[0.9990656,0.00009187001,0.0001769218,0.0002101491,0.0002470855,0.0002083786],"domain_scores_gemma":[0.9996748,0.00001409575,0.0001261901,0.00008471595,0.00004341709,0.00005676713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002699419,0.00008103043,0.5913502,0.0003683508,0.00002043622,0.00006274317,0.1940818,0.2127109,0.000387894,0.0001370747,0.0001015467,0.0004281231],"study_design_scores_gemma":[0.0004199151,0.00008098191,0.4538008,0.000231026,0.00001367236,0.000001469088,0.3786859,0.1658034,0.0005203905,0.0002018785,0.00003678081,0.0002038241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990275,0.00003084283,0.00004385279,0.0002671239,0.00002502089,0.0001528687,0.00000592528,0.000005167856,0.0004417125],"genre_scores_gemma":[0.9996861,0.00003703323,0.0001724252,0.0000550981,0.000002342559,2.96635e-7,0.0000046558,0.00000179604,0.00004024775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1846041,"threshold_uncertainty_score":0.2526902,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2283173098","doi":"10.2478/sggw-2014-0016","title":"Weekly urban water demand forecasting using a hybrid wavelet–bootstrap–artificial neural network approach","year":2014,"lang":"en","type":"article","venue":"Annals of Warsaw University of Life Sciences – SGGW Land Reclamation","topic":"Hydrological Forecasting Using AI","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":"McGill University; University of Ottawa","funders":"","keywords":"Demand forecasting; Artificial neural network; Wavelet; Reliability (semiconductor); Computer science; Econometrics; Artificial intelligence; Operations research; Engineering; Mathematics","authors":[{"name":"Kaz Adamowski","is_ca":true},{"name":"Jan Adamowski","is_ca":true},{"name":"Ousmane Seidou","is_ca":true},{"name":"Bogdan Ozga-Zieliński","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1170432423732121,"gpt":0.2531043370239087,"spread":0.1360610946506965,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001682598,0.0001390713,0.0002686323,0.00007479813,0.0005780859,0.00002476415,0.0003872009,0.00007966688,0.0001224267],"category_scores_gemma":[0.0001108542,0.0001074402,0.0001020406,0.0003344584,0.0008881743,0.0004220094,0.0001908011,0.0001125078,0.00001154175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001979089,"about_ca_system_score_gemma":0.00001782919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006180839,"about_ca_topic_score_gemma":0.00003743937,"domain_scores_codex":[0.998258,0.0002151767,0.0002941415,0.0003546758,0.0004557624,0.0004222758],"domain_scores_gemma":[0.9993075,0.00009182096,0.0002903162,0.000147254,0.00003975956,0.0001234248],"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":[0.00009933412,0.0001038449,0.04418073,0.00004342988,0.00001963572,0.000002764377,0.001170215,0.9432364,0.003837486,0.000104082,0.001512697,0.005689356],"study_design_scores_gemma":[0.0001924196,0.0002628829,0.004021094,0.00003951005,0.0000231735,0.00001017818,0.0001046789,0.9912518,0.001972244,0.001350121,0.0005856622,0.0001862031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883047,0.00001304896,0.007699483,0.0006317494,0.0001059308,0.0001316657,0.000004726462,0.00002834416,0.003080316],"genre_scores_gemma":[0.9926372,0.000005402491,0.007078066,0.0001091945,0.00009093533,9.248046e-8,0.00001116982,0.000005473087,0.00006247495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04801541,"threshold_uncertainty_score":0.4446228,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2336074103","doi":"10.1515/sggw-2015-0016","title":"Concept of hybrid embankment","year":2015,"lang":"en","type":"article","venue":"Annals of Warsaw University of Life Sciences – SGGW Land Reclamation","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Japan Society for the Promotion of Science; Concordia University","keywords":"Levee; Environmentally friendly; Natural (archaeology); Geotechnical engineering; Diagenesis; Land reclamation; Soil stabilization; Engineering; Civil engineering; Geology; Environmental science; Soil science; Ecology; Soil water; Geochemistry","authors":[{"name":"Masaharu Fukue","is_ca":false},{"name":"Zbigniew Lechowicz","is_ca":false},{"name":"Rie Takahashi","is_ca":false},{"name":"Kouji Uehara","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06118042628486147,"gpt":0.2639313382034547,"spread":0.2027509119185932,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006066197,0.00005717464,0.0001573143,0.0000610294,0.00008126613,0.000004501259,0.0003069643,0.00002650134,0.0006330626],"category_scores_gemma":[0.00005374059,0.00005417921,0.00004116882,0.0002600869,0.0009944321,0.0002655543,0.0001131176,0.00002344692,0.00003138346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001856181,"about_ca_system_score_gemma":0.00005639741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007658898,"about_ca_topic_score_gemma":0.00002509644,"domain_scores_codex":[0.9991617,0.00006543214,0.0002182827,0.0001545379,0.0003051741,0.00009491694],"domain_scores_gemma":[0.9993033,0.00003149934,0.0003818891,0.0001401037,0.0000743753,0.00006877095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006463111,0.00110115,0.2487455,0.0002883187,0.0002027034,0.000004765919,0.01653047,0.09617037,0.3186243,0.01111825,0.2538026,0.05276525],"study_design_scores_gemma":[0.002047952,0.0008084062,0.02894937,0.0001540166,0.00006565828,0.00001955764,0.006537032,0.003286121,0.8931471,0.01276211,0.05164415,0.0005785439],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918367,0.00003018575,0.001473903,0.0008587737,0.000107956,0.0001306731,0.00003508849,0.000009790888,0.005516952],"genre_scores_gemma":[0.9949737,0.00005424545,0.004742253,0.00004205345,0.00001068789,1.136115e-7,0.000006877156,0.000001653363,0.0001683934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5745227,"threshold_uncertainty_score":0.6931592,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1557829014","doi":"10.1515/sggw-2015-0003","title":"Applying the coagulation and reverse osmosis for water recovery from evaporative water","year":2014,"lang":"en","type":"article","venue":"Annals of Warsaw University of Life Sciences – SGGW Land Reclamation","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Semtech (Canada)","funders":"","keywords":"Coagulation; Turbidity; Reverse osmosis; Chemistry; Filtration (mathematics); Raw water; Water treatment; Chromatography; Ultrafiltration (renal); Slurry; Pulp and paper industry; Membrane; Environmental engineering; Environmental science","authors":[{"name":"Magdalena M. Michel","is_ca":false},{"name":"Lidia Reczek","is_ca":false},{"name":"Tadeusz Siwiec","is_ca":false},{"name":"Piotr Rudnicki","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04788829975722373,"gpt":0.2500320857239883,"spread":0.2021437859667645,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008571652,0.000067967,0.000130104,0.00005180054,0.0003260204,0.00001414991,0.0002124342,0.00006159652,0.0001416922],"category_scores_gemma":[0.0000813744,0.00003926155,0.00003995711,0.0001023356,0.0005469226,0.0005251911,0.0001040664,0.00003629348,0.00001572514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009750523,"about_ca_system_score_gemma":0.000006672052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000770658,"about_ca_topic_score_gemma":0.0001399856,"domain_scores_codex":[0.9992349,0.00008368149,0.0001459212,0.0001909832,0.0002216487,0.0001228405],"domain_scores_gemma":[0.9995269,0.0001415297,0.0001420682,0.0001256429,0.00003747806,0.00002641788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00117188,0.0002577515,0.1776815,0.0002489477,0.0002466891,8.705038e-7,0.03290186,0.1002456,0.5373197,0.002048062,0.03075807,0.1171191],"study_design_scores_gemma":[0.001419851,0.0008155277,0.04380757,0.00009762486,0.00009605101,0.000001209227,0.008064358,0.06298003,0.7878228,0.05068614,0.04370045,0.0005083869],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907628,0.00001325829,0.003911979,0.004005248,0.00004943926,0.0003952275,0.00001211446,0.00001738842,0.0008325068],"genre_scores_gemma":[0.9976072,0.0000976091,0.001945787,0.0001422416,0.00001066951,0.000002182839,0.00002500617,0.000002102656,0.0001671545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2505031,"threshold_uncertainty_score":0.2507518,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}