{"id":"W3196879561","doi":"10.1007/s13534-021-00206-8","title":"Micro/nanotechnology-inspired rapid diagnosis of respiratory infectious diseases","year":2021,"lang":"en","type":"review","venue":"Biomedical Engineering Letters","topic":"Respiratory viral infections research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nanodevice; Nanotechnology; Infectious disease (medical specialty); Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Software portability; Diagnostic test; Computer science; Risk analysis (engineering); Medicine; Intensive care medicine; Disease; Materials science; Pathology","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":[0.000508344,0.000948403,0.001078981,0.001310118,0.0001873678,0.0008766297,0.0006819389,0.001094223,0.002484417],"category_scores_gemma":[0.0006345559,0.0003141461,0.0003609871,0.001145819,0.0004445416,0.0009962497,0.000670097,0.001492127,0.001818241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005442867,"about_ca_system_score_gemma":0.0007539798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000867561,"about_ca_topic_score_gemma":0.002057777,"domain_scores_codex":[0.9998437,0.00002297704,0.0000131917,0.00002748959,0.00006931812,0.0000231377],"domain_scores_gemma":[0.999767,0.0001134876,0.0000312532,0.000007206543,0.00005752534,0.00002348579],"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":[0.00008137203,0.00006712697,0.00009874292,0.01501383,0.00006596939,0.0001411456,0.00004126968,0.0003413081,0.007315236,0.005219006,0.03400419,0.9376107],"study_design_scores_gemma":[0.00001938455,0.0001162546,0.0004623057,0.002052703,0.00009092165,0.0006256539,0.00003446524,0.0002469805,0.002835577,0.001643998,0.99185,0.00002179848],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001059335,0.9983919,0.0001825499,0.00016872,0.0003077252,0.000003620616,0.00000865454,0.000006320455,0.0008245402],"genre_scores_gemma":[0.0009251395,0.9975266,0.0002347647,0.0002011904,0.0002457293,0.000005000176,0.00001540515,0.000001283227,0.0008448366],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002484417,"threshold_uncertainty_score":0.008311212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0375728791085567,"score_gpt":0.3307798614305125,"score_spread":0.2932069823219558,"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."}}