{"id":"W2021962556","doi":"10.1039/c2an35128e","title":"Rapid and simple preparation of a reagentless glucose electrochemical biosensor","year":2012,"lang":"en","type":"article","venue":"The Analyst","topic":"Electrochemical sensors and biosensors","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Biotechnology Research Institute","funders":"","keywords":"Glucose oxidase; Biosensor; Chemistry; Chromatography; Reproducibility; Glutaraldehyde; Glycerol; Biofouling; Glassy carbon; Drop (telecommunication); Electrode; Electrochemistry; Cyclic voltammetry; Organic chemistry; Biochemistry; Membrane","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":[0.0005905677,0.001092122,0.0007902514,0.0007075402,0.000245439,0.0005385061,0.001492238,0.001322413,0.001316865],"category_scores_gemma":[0.0006339777,0.0005369779,0.0004841492,0.0003791427,0.0002729415,0.0005231251,0.0006374876,0.001360406,0.001496691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002996103,"about_ca_system_score_gemma":0.0003178953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003195145,"about_ca_topic_score_gemma":0.0005849171,"domain_scores_codex":[0.9989152,0.0001224608,0.00007503564,0.0002389937,0.0005644182,0.00008390172],"domain_scores_gemma":[0.9997419,0.00005564665,0.00002761625,0.00003744533,0.00009079775,0.00004654639],"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":[0.00001465056,0.00001899231,0.0000396295,0.00005042822,0.000007436063,0.00004131649,0.000008574511,0.00003670562,0.9933588,0.0001165172,0.000185793,0.00612106],"study_design_scores_gemma":[0.000008045402,0.00009763373,0.0003454712,0.000006587578,0.00001260771,0.0003032589,0.000008672092,0.0009696767,0.9937121,0.0000627627,0.004460183,0.00001316604],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1582707,0.006481941,0.8216847,0.00068506,0.0009012712,0.001173072,0.001350938,0.004693071,0.004759211],"genre_scores_gemma":[0.3198687,0.00308796,0.6654015,0.0005833741,0.0001558564,0.0008699173,0.002177025,0.0002273984,0.007628261],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001492238,"threshold_uncertainty_score":0.004405379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009172947407649994,"score_gpt":0.2299058733889213,"score_spread":0.2207329259812713,"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."}}