{"id":"W4408121013","doi":"10.1016/j.bios.2025.117283","title":"Electrochemical detection of Legionella pneumophila using DNAzymes and under continuous flow in cooling tower water","year":2025,"lang":"en","type":"article","venue":"Biosensors and Bioelectronics","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Legionella pneumophila; Legionella; Deoxyribozyme; Microbiology; Cooling tower; Pathogen; Detection limit; Environmental science; Water cooling; Biology; Chemistry; Bacteria; Chromatography; Engineering","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":[0.0003263094,0.0003610925,0.0002464456,0.0001939089,0.0001447355,0.0004113225,0.0003532326,0.0004657089,0.0003494741],"category_scores_gemma":[0.0006353011,0.0002304891,0.000167119,0.0002308089,0.0003084474,0.0003257379,0.0002161025,0.0003812576,0.0001441303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004055212,"about_ca_system_score_gemma":0.0002638877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009724698,"about_ca_topic_score_gemma":0.001636679,"domain_scores_codex":[0.9996614,0.00006028996,0.00001389413,0.0001056962,0.0001254645,0.00003318484],"domain_scores_gemma":[0.9997512,0.0000879514,0.0000702156,0.00001483497,0.00005039063,0.00002547077],"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":[0.00002254021,0.000006252108,0.0002640006,0.00001909259,0.000002034646,0.00001279832,0.00001478708,0.00007626919,0.9982571,0.00001730036,0.00001447276,0.001293398],"study_design_scores_gemma":[0.000008097627,0.0002076006,0.002136747,0.00000416451,0.000006393537,0.00006778295,0.00002453712,0.001813077,0.9951675,0.00001878105,0.0005352506,0.00001016917],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725862,0.001276871,0.02453891,0.0002233587,0.00007684505,0.00005340764,0.0001806094,0.0001932514,0.0008705986],"genre_scores_gemma":[0.9663454,0.0008446835,0.03044983,0.0001112772,0.00003144674,0.00006566439,0.0001299018,0.00001317641,0.00200861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009724698,"threshold_uncertainty_score":0.002942264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008142204148867252,"score_gpt":0.2508440251767847,"score_spread":0.2427018210279175,"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."}}