{"id":"W4382501584","doi":"10.1128/aem.00695-23","title":"An Integrated Paper Microfluidic Device Based on Isothermal Amplification for Simple Sample-to-Answer Detection of <i>Campylobacter jejuni</i>","year":2023,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; McGill University; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Genome British Columbia; Genome Canada","keywords":"Campylobacter jejuni; Microfluidics; Loop-mediated isothermal amplification; Campylobacter; Computer science; Identification (biology); Simple (philosophy); Sample (material); Biochemical engineering; Biological system; Computational biology; Nanotechnology; Biology; Materials science; Bacteria; Engineering; Chromatography; Chemistry; Ecology; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.00006578818,0.0001392558,0.000146946,0.00009094231,0.00005406315,0.00000832046,0.00005572242,0.0001375888,0.000047383],"category_scores_gemma":[0.000002946265,0.0001282228,0.00003722417,0.0001109079,0.00005646782,0.00002644025,0.00001033108,0.0000738067,0.00003404534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003935517,"about_ca_system_score_gemma":0.000003034661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001775606,"about_ca_topic_score_gemma":0.000007827751,"domain_scores_codex":[0.999377,0.00001473341,0.0001686249,0.0002282269,0.0000227774,0.0001886678],"domain_scores_gemma":[0.9997186,0.00006072554,0.00002233562,0.0001372454,0.000003651723,0.00005741099],"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":[0.00006034154,0.00004732678,0.00008338808,0.00002109917,0.00001235649,6.78538e-8,0.00002018511,0.0008926088,0.9717835,0.00003350429,0.000166344,0.02687927],"study_design_scores_gemma":[0.0005148096,0.0003211744,0.004461026,0.000008906591,0.00002786363,0.000002383374,0.0001687593,0.00792978,0.8934262,0.0001173591,0.09277703,0.0002446885],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741148,0.00003143674,0.02483384,0.00002936995,0.00008879093,0.0003161997,0.0004219437,0.0001096815,0.00005398771],"genre_scores_gemma":[0.9982646,0.00005084151,0.0003320135,0.0005271765,0.00003697073,0.00005042149,0.0007000405,0.00002866504,0.000009281345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09261068,"threshold_uncertainty_score":0.5228775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006140218726852826,"score_gpt":0.1919846900378843,"score_spread":0.1858444713110315,"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."}}