{"id":"W1549165431","doi":"10.21236/ada540972","title":"Flocculation, Optics and Turbulence in the Community Sediment Transport Model System: Application of OASIS Results","year":2011,"lang":"en","type":"report","venue":"","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada; Dalhousie University","funders":"","keywords":"Flocculation; Turbulence; Sediment transport; Sediment; Environmental science; Hydrology (agriculture); Geology; Meteorology; Geography; Environmental engineering; Geomorphology; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008445864,0.0008765461,0.0007097039,0.0004941313,0.0009818854,0.001019801,0.0009176439,0.0009138806,0.002025772],"category_scores_gemma":[0.00267248,0.0003258394,0.0006227915,0.0005678523,0.0003461868,0.0009144507,0.0008445193,0.0008184349,0.0003942814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001273858,"about_ca_system_score_gemma":0.001912395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.160552,"about_ca_topic_score_gemma":0.07888196,"domain_scores_codex":[0.9998001,0.0000689603,0.00001845385,0.00002377951,0.00005721647,0.00003149243],"domain_scores_gemma":[0.9991829,0.0003081523,0.00006555262,0.00006096661,0.0003208696,0.0000616348],"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":[0.00004908015,0.00009088794,0.00429711,0.00003559427,0.00002811263,0.00009847914,0.00004885795,0.9869164,0.001079358,0.001781497,0.0004321465,0.005142398],"study_design_scores_gemma":[0.0000184156,0.00001758882,0.0003892414,0.000001892122,0.000004833508,0.000004294151,0.00001506484,0.9988056,0.0002938291,0.0002746292,0.0001700609,0.00000456521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9154484,0.000199363,0.0684399,0.0005501219,0.00008443717,0.0002644515,0.001346505,0.001075385,0.01259145],"genre_scores_gemma":[0.9721277,0.0001781721,0.02269557,0.00004368187,0.00002388461,0.000145653,0.001180107,0.0001905698,0.003414593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.160552,"threshold_uncertainty_score":0.319235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09300563958811345,"score_gpt":0.2891194592563692,"score_spread":0.1961138196682557,"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."}}