{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001823977,0.000864869,0.0009679524,0.001110426,0.0002867157,0.001520728,0.000993483,0.001284418,0.001156485],"category_scores_gemma":[0.001640517,0.0005283406,0.0009058361,0.000681856,0.0007439722,0.001732936,0.001033855,0.001330739,0.0009226034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006280755,"about_ca_system_score_gemma":0.001022592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004295871,"about_ca_topic_score_gemma":0.0005526825,"domain_scores_codex":[0.9988508,0.0001893585,0.0001436648,0.0001690267,0.0005452938,0.0001016535],"domain_scores_gemma":[0.9993468,0.0002135659,0.0001156666,0.00003149259,0.0002582462,0.00003417709],"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":[0.00017882,0.0001552355,0.0009621608,0.03016521,0.0001852866,0.0007436285,0.0004158889,0.002981829,0.4385166,0.03923227,0.01827733,0.4681858],"study_design_scores_gemma":[0.00002705592,0.0008733396,0.001382892,0.001928727,0.0002689571,0.001243113,0.0001501528,0.003429316,0.286919,0.003093266,0.7005249,0.0001592806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02291989,0.8486246,0.09965768,0.003466911,0.004121016,0.0005710578,0.0006186172,0.0007183616,0.01930187],"genre_scores_gemma":[0.07870065,0.8225532,0.08670329,0.002345851,0.001061562,0.0006994819,0.0007959205,0.00008712143,0.007053039],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001823977,"threshold_uncertainty_score":0.009646237,"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."}}