{"id":"W2067800989","doi":"10.5991/opf.2012.38.0004","title":"Direct Filtration: A Tale of Two Winters","year":2011,"lang":"en","type":"article","venue":"Opflow","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Filtration (mathematics); Environmental science; Production (economics); Environmental engineering; Mathematics; Statistics; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004610251,0.00005588756,0.00007335649,0.00002569374,0.00001538562,0.000005752018,0.00004964803,0.00001962554,0.0004067703],"category_scores_gemma":[0.00001009165,0.00005635352,0.00002766891,0.0000794779,0.00001731073,0.0001158482,0.000003061581,0.00003437905,0.00004142116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001272975,"about_ca_system_score_gemma":0.000007828015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001398585,"about_ca_topic_score_gemma":0.00002536687,"domain_scores_codex":[0.9996634,0.000009369614,0.0001227234,0.0000570365,0.0000616149,0.00008592766],"domain_scores_gemma":[0.9998267,0.000014192,0.00001779696,0.00009374821,0.00002135511,0.00002617834],"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":[0.00009447257,0.000193348,0.003681875,0.0002145555,0.0002542325,0.00001078464,0.03257447,0.01070058,0.8642718,0.01200053,0.04266878,0.03333455],"study_design_scores_gemma":[0.0007142299,0.0001720516,0.005525278,0.00004343341,0.00002726088,0.000007833092,0.0002514586,0.03614888,0.9543608,0.001114698,0.001351183,0.0002828341],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4666218,0.0001330384,0.1055489,0.00004293584,0.0006804778,0.0002207203,0.00001939846,0.0003775793,0.4263552],"genre_scores_gemma":[0.9936351,0.0000107508,0.005966621,0.00002571668,0.00002389769,0.000009652933,0.00001308648,0.00001028309,0.0003049237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5270133,"threshold_uncertainty_score":0.4453849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.015700143186921,"score_gpt":0.2223255077348517,"score_spread":0.2066253645479307,"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."}}