{"id":"W1495700221","doi":"","title":"State of the art on filter design and particle clogging; and proposed new numerical approach to redesign","year":2008,"lang":"en","type":"article","venue":"","topic":"Dam Engineering and Safety","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nuclear Waste Management Organization","funders":"","keywords":"Clogging; Filter (signal processing); Filter design; Adaptive filter; Engineering; Particle filter; Computer science; Geography; Electronic engineering; Computer vision","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008815025,0.00009376562,0.000113895,0.00001845971,0.0000320693,0.000008900621,0.00005770068,0.00002135872,0.000005473246],"category_scores_gemma":[0.00001716669,0.00006242673,0.00001681936,0.0001029823,0.00002047489,0.00003262777,0.00001922867,0.00007287756,0.000006687953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001003538,"about_ca_system_score_gemma":0.00000947749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005322543,"about_ca_topic_score_gemma":1.609482e-7,"domain_scores_codex":[0.9995118,0.00001991779,0.0001133066,0.0001131867,0.00009061829,0.0001512064],"domain_scores_gemma":[0.9996917,0.00004356417,0.000007398568,0.0001494117,0.000007227091,0.0001006566],"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":[0.00005985417,0.0000526515,0.0004318183,0.00004630776,0.00003929879,0.000003124027,0.001614271,0.9491991,0.01395942,0.0004814152,0.02596099,0.008151707],"study_design_scores_gemma":[0.0006634718,0.000217457,0.01778439,0.00003214178,0.00001316783,0.0000356507,0.00002149199,0.8767377,0.0986566,0.0002032858,0.005321007,0.0003136239],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2067182,0.00004461751,0.7894424,0.000191851,0.00006449947,0.0003019877,0.000001475222,0.0001715864,0.003063343],"genre_scores_gemma":[0.9698525,0.00001663658,0.02864331,0.00006695893,0.00001447347,0.000003752315,3.28224e-7,0.00001691494,0.001385119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7631343,"threshold_uncertainty_score":0.2545688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02506445508288584,"score_gpt":0.1870088327129932,"score_spread":0.1619443776301073,"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."}}