{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005746088,0.00005434173,0.0001006913,0.0001129609,0.000005098024,0.00000500611,0.00008180887,0.00005411368,0.00001664293],"category_scores_gemma":[0.000005155281,0.00005783909,0.00001839973,0.0001762643,0.000006345781,0.0000926601,0.00001109006,0.0000712165,0.000004237572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000454623,"about_ca_system_score_gemma":0.0000101702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002128537,"about_ca_topic_score_gemma":0.0001579473,"domain_scores_codex":[0.9995329,0.00001226344,0.0001628021,0.00007288969,0.00007548764,0.0001436685],"domain_scores_gemma":[0.9998468,0.00001749574,0.00001782452,0.00009692628,0.000005893544,0.00001511764],"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":[0.000007479942,0.00001304363,0.007452121,0.00005461198,0.000002927816,0.000003391229,0.0001546642,0.98741,0.004345181,0.0004028754,0.0001250715,0.0000286381],"study_design_scores_gemma":[0.002213513,0.00007873568,0.06554274,0.0004922451,0.000007423287,0.000008251415,0.0002096918,0.8610741,0.06903003,0.00008893712,0.000838773,0.0004155218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99581,0.0001041677,0.0006631753,0.00001124412,0.0006988287,0.00008872693,0.000001265925,0.00003487783,0.002587748],"genre_scores_gemma":[0.9997773,0.00001025894,0.0000504532,0.000005743596,0.00002356754,0.000005123812,0.00000344944,0.000009211883,0.0001149061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1263359,"threshold_uncertainty_score":0.235861,"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."}}