{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006657731,0.0003922564,0.001307995,0.0002223087,0.0002468401,0.0001685846,0.00004374527,0.0003383645,0.00001476364],"category_scores_gemma":[0.0002992632,0.0003303853,0.0002088128,0.0002560737,0.0001741671,0.0001031419,0.00009165298,0.000251912,0.000001731829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005602764,"about_ca_system_score_gemma":0.0001109232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004215019,"about_ca_topic_score_gemma":0.00002071849,"domain_scores_codex":[0.9982674,0.0002083914,0.0005594366,0.0006337736,0.0001028541,0.0002281848],"domain_scores_gemma":[0.9987162,0.0006109484,0.0002678412,0.0001546753,0.0001543753,0.00009595588],"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":[0.0000460741,0.00003112838,0.00004151646,0.006577288,0.0002712123,0.000002675534,0.00004963829,2.519258e-8,0.05538668,0.00001662939,0.0001092216,0.9374679],"study_design_scores_gemma":[0.0009485249,0.000464436,0.00003802144,0.005315148,0.001153789,0.0006107603,0.000125551,0.000861902,0.04129445,0.00003948219,0.9487863,0.0003616267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0129394,0.9754612,0.00992108,0.00003659504,0.0004237123,0.001016344,0.00005510039,0.00007454791,0.00007203579],"genre_scores_gemma":[0.001072097,0.9863026,0.01189393,0.00007809762,0.00009526093,0.00008046522,0.0000482247,0.00005041067,0.0003789571],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9486771,"threshold_uncertainty_score":0.9999148,"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."}}