{"id":"W3159259342","doi":"10.1021/acsanm.1c01077","title":"Magnetic Nanomaterials in Microfluidic Sensors for Virus Detection: A Review","year":2021,"lang":"en","type":"review","venue":"ACS Applied Nano Materials","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba; Impact; Research Institute in Oncology and Hematology; University of Manitoba","funders":"","keywords":"Aptamer; Microfluidics; Nanotechnology; Computer science; Materials science; Biology; Molecular biology","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":[0.0006077648,0.001213791,0.001094197,0.002752975,0.0003131011,0.0009949869,0.0008060068,0.001288892,0.003188087],"category_scores_gemma":[0.0005691081,0.0005861704,0.0005982869,0.00285292,0.000423207,0.001697836,0.0006738501,0.001596623,0.002327825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004643405,"about_ca_system_score_gemma":0.0009068063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009493555,"about_ca_topic_score_gemma":0.001627542,"domain_scores_codex":[0.999799,0.00002853434,0.00002398689,0.00004035424,0.0000838947,0.00002430104],"domain_scores_gemma":[0.999719,0.0001420887,0.00003869167,0.000008253699,0.00006976406,0.00002223393],"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":[0.00005203646,0.0001569902,0.0001610519,0.0319614,0.00008584322,0.0002315792,0.0001051412,0.0007797375,0.007434655,0.007212023,0.03105798,0.9207615],"study_design_scores_gemma":[0.00001010046,0.0001279671,0.0004295924,0.003027252,0.00008530702,0.0007135079,0.00004177739,0.0001921472,0.001404675,0.001531865,0.9924077,0.00002815637],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001727612,0.9978669,0.000305007,0.000170657,0.0002586877,0.000008350056,0.00001725988,0.00001025887,0.001190124],"genre_scores_gemma":[0.0007479848,0.9977603,0.000460167,0.0001327178,0.0001694648,0.0000118859,0.00002664592,0.000002151839,0.0006886682],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003188087,"threshold_uncertainty_score":0.01066518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02146937454567961,"score_gpt":0.2626076943578952,"score_spread":0.2411383198122156,"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."}}