{"id":"W4406979134","doi":"10.1016/j.electacta.2025.145747","title":"An EIS study of the heterogeneity of redox labeled DNA SAMs on gold before and after hybridization","year":2025,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Redox; Chemistry; DNA–DNA hybridization; DNA; Biophysics; Biochemistry; Biology; Inorganic chemistry","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":[0.0003047173,0.0003575093,0.0002858121,0.0003340594,0.00020507,0.0003421713,0.0003971332,0.0006115799,0.001147375],"category_scores_gemma":[0.0006743059,0.0002069891,0.0002405974,0.0003660306,0.0003044612,0.0003980366,0.0002181358,0.0006881501,0.0003404993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003082202,"about_ca_system_score_gemma":0.00009115601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005022314,"about_ca_topic_score_gemma":0.0004249462,"domain_scores_codex":[0.9997137,0.00003849963,0.00001432919,0.00008753383,0.00009944778,0.00004657069],"domain_scores_gemma":[0.9996469,0.0001622961,0.00003060391,0.00004262812,0.00008934663,0.00002814008],"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":[0.00002389799,0.000006479723,0.0001697708,0.00001365174,0.000003432086,0.00003161634,0.00003344712,0.00007242609,0.9985799,0.00005208086,0.000009867476,0.001003435],"study_design_scores_gemma":[0.000003464963,0.00013486,0.004684871,0.000004077059,0.0000112237,0.00009346603,0.00007093616,0.002683493,0.9914194,0.00006682392,0.0008191063,0.000008181737],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862217,0.0005899585,0.0113066,0.00008181437,0.00004421757,0.00002082093,0.0001723759,0.0001074687,0.001455115],"genre_scores_gemma":[0.9926386,0.0003019005,0.004289106,0.0000551441,0.0000136692,0.00002499064,0.0002593313,0.00002304389,0.002394217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001147375,"threshold_uncertainty_score":0.00383842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003541804303320704,"score_gpt":0.2563063759655165,"score_spread":0.2527645716621958,"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."}}