{"id":"W3179736094","doi":"10.1016/j.colsurfb.2021.111962","title":"Conventional and microfluidic methods for airborne virus isolation and detection","year":2021,"lang":"en","type":"review","venue":"Colloids and Surfaces B Biointerfaces","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Microfluidics; Isolation (microbiology); Loop-mediated isothermal amplification; Point-of-care testing; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Coronavirus disease 2019 (COVID-19); Virology; Point of care; Infectious disease (medical specialty); Nanotechnology; Biology; Medicine; Microbiology; Immunology","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":[0.000707007,0.001278574,0.001122,0.002461778,0.0001923069,0.000894769,0.0008360855,0.001109421,0.002981071],"category_scores_gemma":[0.0006370689,0.0003808561,0.0005973963,0.001780395,0.0004951202,0.001170522,0.0006871966,0.001443979,0.001759856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005158404,"about_ca_system_score_gemma":0.0009609424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001095048,"about_ca_topic_score_gemma":0.001533297,"domain_scores_codex":[0.9997291,0.00003171751,0.00002249807,0.00005863443,0.000130808,0.00002716108],"domain_scores_gemma":[0.9997116,0.0001514357,0.00004376952,0.00001210211,0.00006564388,0.00001550561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000694084,0.00009844097,0.0001153303,0.01063172,0.00007398033,0.00007759596,0.00002970576,0.0003166348,0.009727472,0.003049315,0.01406678,0.9617437],"study_design_scores_gemma":[0.0000320632,0.0003307916,0.001262747,0.002560926,0.00021006,0.0007490528,0.00005463587,0.0003954312,0.01024413,0.002435564,0.9816703,0.00005430477],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002987972,0.9967457,0.0007886079,0.0001887722,0.0002377768,0.00001270666,0.00004046469,0.00001638874,0.001670684],"genre_scores_gemma":[0.001818169,0.9943748,0.001029811,0.0002377896,0.0002223966,0.00002597385,0.0000751667,0.000003286489,0.002212624],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002981071,"threshold_uncertainty_score":0.009972632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07538696877643347,"score_gpt":0.4021539547839534,"score_spread":0.3267669860075199,"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."}}