{"id":"W4384931420","doi":"10.3390/biomedicines11072038","title":"A Miniaturized System for Rapid, Isothermal Detection of SARS-CoV-2 in Human and Environmental Samples","year":2023,"lang":"en","type":"article","venue":"Biomedicines","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Loop-mediated isothermal amplification; Footprint; Microfluidics; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Microfluidic chip; Computational biology; Coronavirus disease 2019 (COVID-19); DNA; Materials science; Biology; Nanotechnology; Genetics; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008335465,0.00006643493,0.0001344807,0.0001721496,0.000021121,0.000003527784,0.00002181492,0.00005766286,0.0000013006],"category_scores_gemma":[0.000006186482,0.00005628893,0.00002661246,0.0001441081,0.00004575915,0.0000212815,0.000006153404,0.00002830943,0.000001463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002043463,"about_ca_system_score_gemma":8.351174e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003031088,"about_ca_topic_score_gemma":0.00001903013,"domain_scores_codex":[0.9996025,0.000007259065,0.0001513976,0.00008409063,0.00005424822,0.0001005318],"domain_scores_gemma":[0.9998827,0.0000318555,0.00001764502,0.0000502284,0.000002791896,0.00001475839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001521904,0.000004797368,0.00008056741,0.0002116262,0.00001153538,9.150654e-7,0.00006771688,0.000003504915,0.9932579,0.000007740377,0.00004473137,0.006293708],"study_design_scores_gemma":[0.001026563,0.0001380432,0.01526679,0.00009679287,0.00002142816,0.000005293361,0.0005546605,0.02386739,0.9571034,0.00002817363,0.00179244,0.0000990734],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990008,0.0001756139,0.0003868038,0.000018414,0.0001488003,0.0001252592,0.00002668093,0.00009675149,0.00002079987],"genre_scores_gemma":[0.9997516,0.00004086841,0.00005755871,0.000004513275,0.00009437205,0.00001362104,0.00001242461,0.00001216812,0.00001283407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03615458,"threshold_uncertainty_score":0.2295396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02345560690481229,"score_gpt":0.2417611587807758,"score_spread":0.2183055518759635,"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."}}