{"id":"W1988307083","doi":"10.1680/ener.2010.163.3.107","title":"Hydro-environmental modeling of proposed Severn barrage, UK","year":2010,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Energy","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; University of Ottawa","keywords":"Estuary; Hydrology (agriculture); Benthic zone; Environmental science; Sediment; Current (fluid); Oceanography; Tidal current; Flood myth; Channel (broadcasting); Deposition (geology); Geology; Geomorphology; Geography; Geotechnical engineering; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019554,0.0001553558,0.0002129254,0.00005790692,0.00007803661,0.000003439786,0.000443038,0.000139519,0.000459844],"category_scores_gemma":[0.00003261197,0.0001222319,0.0001047246,0.0002046825,0.0005396353,0.0002777357,0.00008990878,0.0001824795,0.000002561317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003140285,"about_ca_system_score_gemma":0.00002114546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001467458,"about_ca_topic_score_gemma":0.00008603403,"domain_scores_codex":[0.998844,0.000002827946,0.0003703205,0.0002065146,0.000391031,0.0001852765],"domain_scores_gemma":[0.999596,0.000009998548,0.0001956355,0.000120966,0.00001826658,0.00005913955],"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":[0.00005839525,0.0001670159,0.0142898,0.00008507378,0.00004167387,3.893568e-7,0.0005237733,0.2414712,0.7358264,0.007185411,0.00006509639,0.000285786],"study_design_scores_gemma":[0.0007897882,0.0001280797,0.002586852,0.00008058287,0.00009756179,0.00001660455,0.0001559761,0.1277684,0.863621,0.002101539,0.002339767,0.0003138325],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976052,0.00003526028,0.00119676,0.00008293914,0.0001955768,0.00009658455,0.000008218499,0.00002342371,0.02230926],"genre_scores_gemma":[0.9993106,0.00003715581,0.000430861,0.00003192265,0.00002338162,0.000006567725,0.000003262844,0.00001112138,0.0001451542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1277946,"threshold_uncertainty_score":0.5034969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00393509824554355,"score_gpt":0.1668675567276702,"score_spread":0.1629324584821266,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}