{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003442989,0.000915002,0.0005821996,0.000669967,0.006702362,0.004095872,0.001282709,0.001341897,0.003394813],"category_scores_gemma":[0.001722019,0.0003684389,0.0006880685,0.0006631634,0.002473577,0.001451183,0.00267699,0.003212689,0.000653823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02041477,"about_ca_system_score_gemma":0.02208977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5254748,"about_ca_topic_score_gemma":0.7418939,"domain_scores_codex":[0.9976606,0.0001503691,0.00006527883,0.0001763941,0.001085871,0.0008614535],"domain_scores_gemma":[0.9983115,0.0001136146,0.00008291239,0.0001118334,0.00080501,0.0005750602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001650978,0.001068451,0.03654072,0.0005572563,0.0002205071,0.001718705,0.008044924,0.004109944,0.07612441,0.02638962,0.169364,0.6742105],"study_design_scores_gemma":[0.00010012,0.001681782,0.06991956,0.000394272,0.0001147688,0.00135124,0.01849761,0.001505078,0.03278754,0.007694748,0.8656334,0.0003198757],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6311917,0.0446168,0.04169767,0.1225776,0.01834853,0.0007474687,0.0008542827,0.002525104,0.1374409],"genre_scores_gemma":[0.6920424,0.01464663,0.02222328,0.01967019,0.00145783,0.000117803,0.001004227,0.0006389553,0.2481987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5254748,"threshold_uncertainty_score":0.9546396,"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."}}