{"id":"W4417312349","doi":"10.3389/fbioe.2025.1716394","title":"Editorial: Development of point-of-care sensors for diagnosis of bacterial-associated infections","year":2025,"lang":"en","type":"article","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Loop-mediated isothermal amplification; Gold standard (test); Point of care; Detection limit; Polymerase chain reaction; Analyte; Bacteria; Concordance","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00007480129,0.00009653336,0.0002942143,0.0004618373,0.00001665451,0.000002472847,0.00005459935,0.0003695149,9.228575e-7],"category_scores_gemma":[0.0001146966,0.00009949673,0.00004470673,0.0003930359,0.00006407419,0.00001949634,0.00002057009,0.0001059663,4.553434e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005308184,"about_ca_system_score_gemma":0.00001256063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007062884,"about_ca_topic_score_gemma":0.00001138998,"domain_scores_codex":[0.9994156,0.000005190961,0.0003075878,0.0001020912,0.00003872911,0.0001308256],"domain_scores_gemma":[0.9997778,0.00003727663,0.00003919605,0.00008335668,0.000048499,0.0000139048],"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":[0.0002490485,0.0006023237,0.05139899,0.009754417,0.002063836,0.000001606588,0.001901454,0.02851144,0.6186078,0.003507103,0.04171572,0.2416863],"study_design_scores_gemma":[0.0007189532,0.0001746822,0.001850994,0.0003672162,0.00005155325,3.103358e-7,0.0004559436,0.01469006,0.9587202,0.0001991107,0.02258256,0.0001884139],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9330466,0.0008888837,0.04833282,0.0000681226,0.01721146,0.0002138287,0.00004620012,0.000165997,0.00002609276],"genre_scores_gemma":[0.9886657,0.0003956535,0.01075308,6.918282e-7,0.0001392582,0.00002207665,0.0000085212,0.00001012438,0.000004883175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3401124,"threshold_uncertainty_score":0.4057359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003581033732035977,"score_gpt":0.1972189380170299,"score_spread":0.1936379042849939,"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."}}