{"id":"W3082355270","doi":"10.1109/nano47656.2020.9183444","title":"Impedimetric Detection of Bacteria Using Hierarchical 3D Nanostructured Gold","year":2020,"lang":"en","type":"article","venue":"","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; McGill University","funders":"","keywords":"Dielectric spectroscopy; Detection limit; Bacteria; Colloidal gold; Analyte; Nanotechnology; Materials science; Nanostructure; Spectroscopy; Electrical impedance; Electrochemistry; Analytical Chemistry (journal); Chemistry; Nanoparticle; Chromatography; Biology; Physics; Electrode","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002225466,0.0004800961,0.0002614225,0.0003390958,0.000166908,0.0003707636,0.0006689414,0.0007415639,0.0003538354],"category_scores_gemma":[0.0004585521,0.0003813402,0.000393004,0.0002058323,0.0002968614,0.0003881405,0.0004687012,0.0005520702,0.000370545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007640171,"about_ca_system_score_gemma":0.0002990661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001998879,"about_ca_topic_score_gemma":0.004052661,"domain_scores_codex":[0.9996852,0.00002018092,0.00001808255,0.00009420118,0.0001480703,0.0000343643],"domain_scores_gemma":[0.9998418,0.0000428118,0.00002874067,0.00001995433,0.00004803958,0.00001859407],"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":[0.000006368062,0.000007157729,0.0001042422,0.00002892515,0.000003211629,0.0000262345,0.00001559278,0.0003420488,0.9977661,0.00008979264,0.00003962561,0.001570607],"study_design_scores_gemma":[0.00000471812,0.00006101199,0.000748926,0.00000321994,0.000008780664,0.00007327914,0.0000144817,0.009759094,0.9881188,0.00006140935,0.001133423,0.00001276775],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8905693,0.001962015,0.1004568,0.0003456845,0.0001504904,0.000140272,0.0005570808,0.001465132,0.004353166],"genre_scores_gemma":[0.8697387,0.0007995244,0.1258834,0.0002297066,0.00001682586,0.0000949575,0.0003485297,0.00004040658,0.002848049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001998879,"threshold_uncertainty_score":0.005543351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01339819864163909,"score_gpt":0.2010194288527647,"score_spread":0.1876212302111256,"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."}}