{"id":"W2996745486","doi":"10.1111/ina.12633","title":"In situ efficiency of filters in residential central HVAC systems","year":2019,"lang":"en","type":"article","venue":"Indoor Air","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; American Society of Heating, Refrigerating and Air-Conditioning Engineers","keywords":"Electret; HVAC; Filtration (mathematics); Environmental science; Air conditioning; Filter (signal processing); Forced-air; Ventilation (architecture); Materials science; Environmental engineering; Process engineering; Engineering; Composite material; Electrical engineering; Mechanical engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008266746,0.000292347,0.0004157757,0.0004932638,0.0004278882,0.0007331005,0.0005214789,0.0003784201,0.0008849499],"category_scores_gemma":[0.001308145,0.0001734719,0.0002957055,0.0005197203,0.0003005358,0.0007675776,0.000360061,0.0001765711,0.0002198186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006778826,"about_ca_system_score_gemma":0.000162837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004337005,"about_ca_topic_score_gemma":0.005772757,"domain_scores_codex":[0.9990815,0.0002148471,0.00008156106,0.0002160295,0.0003226529,0.00008338503],"domain_scores_gemma":[0.9989645,0.0003011549,0.0002127148,0.0001243644,0.0003699905,0.00002718823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001730161,0.0007204196,0.2277901,0.0004705449,0.0003244544,0.0002881611,0.0008843052,0.04640992,0.6264935,0.0003890904,0.0004450887,0.09405434],"study_design_scores_gemma":[0.00001999653,0.00145261,0.3726633,0.00002607761,0.0001663506,0.0002871456,0.0007660116,0.0316658,0.5914125,0.0002017343,0.001289126,0.00004927892],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968711,0.0001061599,0.00240419,0.000007051874,0.000002553082,0.000007197217,0.00006141813,0.00002865788,0.0005118763],"genre_scores_gemma":[0.9986834,0.00004571991,0.0009004867,0.000003428153,0.000001228606,0.000004026974,0.00006047796,0.000007866039,0.0002933782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004337005,"threshold_uncertainty_score":0.00862354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003519073409472591,"score_gpt":0.1830557468286888,"score_spread":0.1795366734192163,"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."}}