{"id":"W4408667818","doi":"10.1016/j.snb.2025.137665","title":"Coupled cantilever biosensor utilizing a novel approach to gap-method for real-time detection of E. coli in low concentrations","year":2025,"lang":"en","type":"article","venue":"Sensors and Actuators B Chemical","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Queen's University","keywords":"Biosensor; Cantilever; Chemistry; Chromatography; Nanotechnology; Materials science; Computer science; Analytical Chemistry (journal); Biological system; Biology; Composite material","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":[0.0001410923,0.0001503154,0.0003237755,0.00007307435,0.00005144861,0.00002003217,0.00007313179,0.00009419228,0.00002446362],"category_scores_gemma":[0.0001001524,0.0001331351,0.00009274366,0.0002829545,0.0000490873,0.00003261497,0.00004192229,0.0001210811,0.000001833737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002932157,"about_ca_system_score_gemma":0.00005248802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001917176,"about_ca_topic_score_gemma":0.000001877887,"domain_scores_codex":[0.9989655,0.00001895414,0.000318251,0.000318975,0.0001049962,0.0002733195],"domain_scores_gemma":[0.9992737,0.0003390143,0.00005600091,0.000122285,0.00006789941,0.000141132],"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":[0.0001259271,0.0002574911,0.0002583043,0.00006690654,0.00003441653,1.371673e-7,0.00009549603,0.0000245413,0.9527952,0.04219757,0.00003115,0.004112826],"study_design_scores_gemma":[0.001384842,0.00003994391,0.0004706611,0.0001000847,0.00004460053,4.590905e-7,0.0003444231,0.2141794,0.7804133,0.002252272,0.0005319176,0.0002380838],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9002051,0.000004667178,0.09719783,0.00007519637,0.00004049328,0.000458146,0.00006480717,0.00001515007,0.001938622],"genre_scores_gemma":[0.9825215,0.000002105089,0.01713681,0.00004710519,0.00005088257,0.00004495516,0.00001557391,0.00001123875,0.0001698218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2141548,"threshold_uncertainty_score":0.5429092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0131174528559873,"score_gpt":0.2711042563461651,"score_spread":0.2579868034901778,"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."}}