{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"ee9180f0d07f","filters":{"venue":"NATO science series. Series IV, Earth and environmental sciences"}},"results":[{"id":"W55766285","doi":"10.1007/978-1-4020-3938-6_5","title":"Bioclogging in Porous Media: Tracer Studies","year":2006,"lang":"en","type":"book-chapter","venue":"NATO science series. Series IV, Earth and environmental sciences","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"TRACER; Hydraulic conductivity; Porous medium; Diffusion; Conductivity; Materials science; Flow (mathematics); Porosity; Phase (matter); Flux (metallurgy); Mineralogy; Soil science; Mechanics; Geology; Chemistry; Thermodynamics; Composite material; Physics; Soil water; Metallurgy","authors":[{"name":"Peter Engesgaard","is_ca":false},{"name":"Dorte Seifert","is_ca":false},{"name":"Paulo Herrera","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01426291398104704,"gpt":0.2161583354584181,"spread":0.2018954214773711,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.00127482,0.0006586263,0.0006630596,0.0003449476,0.001716088,0.0002625885,0.0007676894,0.0002140645,0.001103639],"category_scores_gemma":[0.00004131994,0.0005015318,0.00009048867,0.000331046,0.01806513,0.002642388,0.001300185,0.000381647,0.0002624644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003777211,"about_ca_system_score_gemma":0.00005337672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002723981,"about_ca_topic_score_gemma":0.002898866,"domain_scores_codex":[0.9949831,0.00003456496,0.0006319875,0.001508104,0.001755857,0.001086398],"domain_scores_gemma":[0.9991226,0.00006944642,0.000215661,0.0003406488,0.00001198914,0.0002397193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006468606,0.0009304614,0.2010762,0.0004723551,0.0003833402,0.002073255,0.06029269,0.003119243,0.1155329,0.07049115,0.01043957,0.5345419],"study_design_scores_gemma":[0.002404646,0.002293527,0.142399,0.0005157122,0.0002192897,0.001109647,0.03448071,0.0002039042,0.02826848,0.0319745,0.7494948,0.006635854],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7162185,0.006469258,0.00001900523,0.001552836,0.001194709,0.0008290597,0.000112046,0.0001369953,0.2734675],"genre_scores_gemma":[0.8270399,0.00302178,0.0004537996,0.0002766341,0.0001005115,0.00003573783,0.00002352689,0.00003358848,0.1690145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7390552,"threshold_uncertainty_score":0.9998095,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W200447237","doi":"10.1007/1-4020-4228-0_12","title":"Integrating Wetlands into Watershed Management: Effectiveness of Constructed Wetlands to Reduce Impacts from Urban Stormwater","year":2006,"lang":"en","type":"book-chapter","venue":"NATO science series. Series IV, Earth and environmental sciences","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Wetland; Stormwater; Environmental science; Surface runoff; Watershed; Hydrology (agriculture); Detention basin; Environmental engineering; Sediment; Low-impact development; Constructed wetland; Bioretention; Water resource management; Ecology; Wastewater; Stormwater management; Geology","authors":[{"name":"Julia Brydon","is_ca":true},{"name":"M. C. Roa","is_ca":true},{"name":"Sandra Brown","is_ca":true},{"name":"Hans Schreier","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004773243807297466,"gpt":0.1941153023839366,"spread":0.1893420585766392,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009776906,0.0009151126,0.0008641267,0.0004424264,0.001221943,0.0003456778,0.001160103,0.0002735639,0.001732577],"category_scores_gemma":[0.00001881107,0.0006595268,0.0001568922,0.0004176945,0.009924712,0.00181092,0.001695998,0.0003393545,0.0001409344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005072732,"about_ca_system_score_gemma":0.00006807587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001529904,"about_ca_topic_score_gemma":0.001083972,"domain_scores_codex":[0.9943405,0.00008382509,0.000777247,0.001877021,0.001780403,0.001141045],"domain_scores_gemma":[0.9982933,0.00006862688,0.0003233296,0.0006806442,0.00001741055,0.0006166375],"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":[0.001608653,0.0002256822,0.2357922,0.000344049,0.000322991,0.0002433324,0.006017804,0.0006171443,0.7242157,0.004968193,0.0006070472,0.02503714],"study_design_scores_gemma":[0.003820027,0.004439642,0.1734057,0.001458653,0.0004720248,0.0004691229,0.005242519,0.0001790209,0.7547965,0.01754671,0.03372176,0.004448335],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8868334,0.0001117516,0.00002116735,0.00009663424,0.0004132361,0.0009717538,0.0002934374,0.00007690274,0.1111818],"genre_scores_gemma":[0.9848467,0.000154816,0.003779589,0.00004290178,0.00005694887,0.00003661357,0.0002764071,0.00004949115,0.01075653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1004252,"threshold_uncertainty_score":0.9995856,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}