{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003724665,0.0006292121,0.0003215809,0.000454708,0.000274602,0.0004292926,0.0008107383,0.0007240126,0.0006980068],"category_scores_gemma":[0.0005019901,0.0003440039,0.0003850846,0.0002423946,0.0002845947,0.0005417944,0.0005134196,0.0004532525,0.0002772115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003635284,"about_ca_system_score_gemma":0.0003369756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002770427,"about_ca_topic_score_gemma":0.0004451274,"domain_scores_codex":[0.9996309,0.00003847684,0.00002933669,0.0001232224,0.0001335143,0.00004452958],"domain_scores_gemma":[0.9997318,0.0001078667,0.00006325773,0.00002252117,0.0000464206,0.00002803845],"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":[0.00006780696,0.00005140493,0.0003521617,0.0001745531,0.00001545026,0.00009965542,0.00002956072,0.0002875711,0.982521,0.000385503,0.0001910756,0.01582426],"study_design_scores_gemma":[0.0000180125,0.0005312676,0.001245676,0.00001289919,0.0000339826,0.0004124307,0.0000151281,0.005546102,0.9863877,0.0001035021,0.005656743,0.0000365798],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.689263,0.01053396,0.2888406,0.0008529185,0.001407778,0.0005939566,0.0008337351,0.002106967,0.005567183],"genre_scores_gemma":[0.7999478,0.002564969,0.1920347,0.0004426722,0.0001843936,0.0002511166,0.0003238494,0.00003899451,0.004211396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008107383,"threshold_uncertainty_score":0.002637625,"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."}}