{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000623907,0.000732077,0.003409884,0.0002513584,0.00006487701,0.0001618202,0.0002484295,0.0006936502,0.000532421],"category_scores_gemma":[0.00006034148,0.0006606859,0.0003241028,0.0005593766,0.00003912273,0.00004522088,0.00007106897,0.0001552626,0.000256789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001888166,"about_ca_system_score_gemma":0.00005399581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000791352,"about_ca_topic_score_gemma":0.000003339714,"domain_scores_codex":[0.9968736,0.0001532575,0.001612159,0.0006271173,0.000167129,0.0005667058],"domain_scores_gemma":[0.9989738,0.0001367288,0.0002164125,0.0005339952,0.00004522906,0.00009385105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000631022,0.00002194574,2.129045e-9,0.1087109,0.00008467767,0.00001739005,0.000003873015,6.761792e-7,0.569443,0.0000828575,0.001515933,0.3201124],"study_design_scores_gemma":[0.0001717132,0.00002618167,6.150939e-8,0.01574328,0.0005342181,0.00005623943,0.000001630062,4.322087e-7,0.2780975,0.00002784025,0.7048122,0.0005287497],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006025061,0.9946703,0.00002866828,0.00000599034,0.001472681,0.002448049,0.00040658,0.0002339955,0.0001312514],"genre_scores_gemma":[0.0001644786,0.997012,0.0001095976,0.00005792092,0.000525005,0.001556546,0.0002343649,0.0002043681,0.0001357751],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7032962,"threshold_uncertainty_score":0.9995844,"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."}}