{"id":"W3213269401","doi":"10.1101/2021.09.23.21264025","title":"The impact of heating, ventilation, and air conditioning design features on the transmission of viruses, including the 2019 novel coronavirus: a systematic review of filtration","year":2021,"lang":"en","type":"review","venue":"medRxiv","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"HVAC; Transmission (telecommunications); Airborne transmission; Filtration (mathematics); Context (archaeology); Filter (signal processing); Air filter; Environmental science; Air conditioning; Ventilation (architecture); Coronavirus disease 2019 (COVID-19); Engineering; Biology; Telecommunications; Medicine; Mathematics; Electrical engineering; Mechanical engineering; Statistics","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":[0.002734625,0.000230168,0.001407014,0.00007921339,0.0002411518,0.00001616469,0.0001204876,0.0001160976,0.00004917917],"category_scores_gemma":[0.001205421,0.00009244119,0.0005910912,0.0003528979,0.00009496049,0.0000531088,0.00001846507,0.0002804029,0.000001006604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006120962,"about_ca_system_score_gemma":0.0002740221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004750433,"about_ca_topic_score_gemma":0.000001901397,"domain_scores_codex":[0.997345,0.0008048952,0.001169347,0.0001711914,0.0003984914,0.0001110184],"domain_scores_gemma":[0.9953638,0.002252704,0.001626785,0.0004023379,0.000324402,0.00002991364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001126557,0.0002194001,0.0001880939,0.9633331,0.00160452,0.000001646756,0.0005542195,0.0001635435,0.000914919,0.001499515,0.0009388429,0.03046959],"study_design_scores_gemma":[0.0003548533,0.0003255003,0.0013959,0.9888977,0.003864618,0.00009297946,0.00005131967,0.0003658829,0.0004477147,0.000024575,0.004052422,0.0001265388],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001859307,0.9908327,0.005867085,0.00008595052,0.00007237838,0.002848974,0.00003472556,0.000008976514,0.00006323431],"genre_scores_gemma":[0.01684975,0.9826795,0.00005404677,0.00007226179,0.00005180048,0.000120119,0.00008052222,0.0000228292,0.00006913785],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03034305,"threshold_uncertainty_score":0.3769642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09544249869126335,"score_gpt":0.3906636932916222,"score_spread":0.2952211946003588,"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."}}