{"id":"W3173807152","doi":"10.1021/acs.analchem.1c00908","title":"Recent Advances on Bioaerosol Collection and Detection in Microfluidic Chips","year":2021,"lang":"en","type":"article","venue":"Analytical Chemistry","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Walmart Foundation; China Scholarship Council","keywords":"Indoor bioaerosol; Bioaerosol; Chemistry; Human health; Nanotechnology; Environmental chemistry; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009610613,0.0007767958,0.0004348027,0.0008917293,0.000186846,0.0008112167,0.0005486904,0.0006433447,0.001572721],"category_scores_gemma":[0.0006089813,0.0003820935,0.0003811195,0.0007037856,0.0002544959,0.001269211,0.000475903,0.0006259376,0.0007697388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003740676,"about_ca_system_score_gemma":0.000330194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003170246,"about_ca_topic_score_gemma":0.0005138832,"domain_scores_codex":[0.9995711,0.00006556096,0.00003568468,0.0001082493,0.0001747695,0.00004454841],"domain_scores_gemma":[0.9995128,0.0002037227,0.00007358903,0.00002207776,0.0001517383,0.00003607804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002388959,0.0001079348,0.001421395,0.007285128,0.0001503476,0.0002662757,0.0001781004,0.001855297,0.4843087,0.007026293,0.01213893,0.4850226],"study_design_scores_gemma":[0.00001696592,0.0005230555,0.003394664,0.0005268432,0.0002672832,0.001046891,0.0001292911,0.007038514,0.4063742,0.002354409,0.5781997,0.0001281696],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03419848,0.8871608,0.05779026,0.002510436,0.002126996,0.00006801351,0.0003530004,0.0006317648,0.01516027],"genre_scores_gemma":[0.1284144,0.7951383,0.05856897,0.001946215,0.002776012,0.0001165027,0.0005968623,0.00008712221,0.0123557],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001572721,"threshold_uncertainty_score":0.005261302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022647191692011,"score_gpt":0.2352408436797073,"score_spread":0.2250143717627872,"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."}}