{"id":"W4409238713","doi":"10.56028/aetr.13.1.962.2025","title":"Engineering High-Efficiency Non-Enzymatic Catalysts for Reliable Glucose Sensing","year":2025,"lang":"en","type":"article","venue":"Advances in Engineering Technology Research","topic":"Electrochemical sensors and biosensors","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Integrity Testing Laboratory (Canada)","funders":"","keywords":"Catalysis; Enzyme; Chemistry; Computer science; Biochemical engineering; Biochemistry; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005016641,0.0002626957,0.0003909608,0.001571166,0.00008831445,0.00003179527,0.0004691371,0.0003442444,0.000001828819],"category_scores_gemma":[0.0007600049,0.0002799363,0.00005064915,0.003324531,0.00009003368,0.0001653732,0.0001216902,0.000967493,0.00001350805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003448216,"about_ca_system_score_gemma":0.00003180102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001245741,"about_ca_topic_score_gemma":0.0000129554,"domain_scores_codex":[0.997845,0.000007473609,0.0003935563,0.0004148219,0.0002145917,0.001124577],"domain_scores_gemma":[0.9988902,0.0004126195,0.00001797609,0.0004733915,0.000143292,0.00006253177],"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":[0.00002027273,0.00004731802,0.0001899388,0.001376012,0.0000442495,0.00003216094,0.00003726186,0.4213827,0.5603878,0.00572116,0.0005609214,0.01020021],"study_design_scores_gemma":[0.0003884626,0.00004781525,0.00003662222,0.0004038254,0.000006529325,0.000008287212,0.00003386003,0.4402502,0.5494079,0.001465536,0.007692517,0.0002584217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8551457,0.01385898,0.1256318,0.0005334855,0.0008051625,0.001172453,0.000008859193,0.002012478,0.0008311209],"genre_scores_gemma":[0.9740573,0.0008058622,0.02478815,0.00000631603,0.00005039603,0.0001083578,0.00000860049,0.00005768613,0.0001173741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1189116,"threshold_uncertainty_score":0.9999653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005742970118998931,"score_gpt":0.2755810292412147,"score_spread":0.2698380591222158,"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."}}