{"id":"W4405919582","doi":"10.53063/synsint.2024.44252","title":"Platinum-based electrochemical sensors for glucose detection: a mini-review","year":2024,"lang":"en","type":"article","venue":"Synthesis and Sintering","topic":"Electrochemical sensors and biosensors","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Platinum; Electrochemistry; Computer science; Materials science; Nanotechnology; Chemistry; Electrode; Biochemistry; Catalysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007732438,0.001402336,0.001591287,0.002370078,0.0002763984,0.001125151,0.001255975,0.001351128,0.002640294],"category_scores_gemma":[0.001060897,0.0006686462,0.000788677,0.002712798,0.0003847305,0.002464904,0.0006719208,0.001580857,0.002020421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005244069,"about_ca_system_score_gemma":0.0007219989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005842051,"about_ca_topic_score_gemma":0.001002343,"domain_scores_codex":[0.9995412,0.00007438535,0.00006334894,0.0000938895,0.0001876926,0.00003958367],"domain_scores_gemma":[0.9995141,0.0002413026,0.00007172215,0.00001379051,0.0001321289,0.00002696047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009559881,0.0001912433,0.0004348373,0.0461977,0.0002817695,0.0004358062,0.0001229645,0.0009957768,0.02339818,0.005252542,0.03852315,0.8840705],"study_design_scores_gemma":[0.00001881538,0.0003261942,0.001261418,0.003472404,0.0003213675,0.001878617,0.00009570231,0.0006805303,0.01275893,0.001800169,0.9773183,0.00006760368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003753746,0.9973006,0.0008532412,0.0002413537,0.0003578403,0.00001252742,0.00003009053,0.0000203928,0.0008086566],"genre_scores_gemma":[0.001530962,0.9959041,0.001134744,0.0002588885,0.0002556572,0.00002528734,0.00005978544,0.000004101204,0.0008264141],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002640294,"threshold_uncertainty_score":0.008832693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007920951334112823,"score_gpt":0.2176795850733883,"score_spread":0.2097586337392755,"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."}}