{"id":"W3196308541","doi":"10.3390/mi12091079","title":"Integrated Microfluidic-Based Platforms for On-Site Detection and Quantification of Infectious Pathogens: Towards On-Site Medical Translation of SARS-CoV-2 Diagnostic Platforms","year":2021,"lang":"en","type":"review","venue":"Micromachines","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Universities Space Research Association","keywords":"Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Infectious disease (medical specialty); Coronavirus disease 2019 (COVID-19); Diagnostic test; Microfluidics; Outbreak; Virology; Medicine; Intensive care medicine; Nanotechnology; Disease; Pathology; Veterinary medicine","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":[0.000360365,0.0005151151,0.001364474,0.0005005353,0.0000761165,0.00003477544,0.0001130726,0.0007175502,0.000008553606],"category_scores_gemma":[0.0004069892,0.0003877958,0.0005315412,0.0005641644,0.00009427425,0.00007738779,0.00001284278,0.0004522323,0.000006897878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009793106,"about_ca_system_score_gemma":0.00008471523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009696082,"about_ca_topic_score_gemma":0.0001536289,"domain_scores_codex":[0.9979897,0.00003732898,0.001020616,0.000428146,0.0002801119,0.0002441712],"domain_scores_gemma":[0.9984944,0.0007402427,0.0002675568,0.0002897693,0.0001385048,0.00006945891],"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":[0.00003564224,0.0001039894,0.00001146602,0.009563532,0.0001875532,0.000004159721,0.00004699305,0.0000625967,0.08271404,0.00003274444,0.00005449917,0.9071828],"study_design_scores_gemma":[0.002999041,0.001719933,0.0002533795,0.03645454,0.002414692,0.0001634458,0.00002485051,0.06482391,0.692572,0.0002534488,0.1963982,0.001922513],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1325477,0.8264573,0.03818715,0.00001170246,0.0005768751,0.001079598,0.0009320907,0.0001807568,0.00002686005],"genre_scores_gemma":[0.1143314,0.8839756,0.0002347262,0.00002701988,0.0001284792,0.0001047182,0.001076792,0.0001164987,0.00000471663],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9052603,"threshold_uncertainty_score":0.9998574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04287587235924385,"score_gpt":0.2991386532695224,"score_spread":0.2562627809102785,"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."}}