{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001022972,0.0001888847,0.0002500701,0.00005317834,0.00004550796,0.00006393251,0.0000586243,0.00008300394,0.00004998647],"category_scores_gemma":[0.00009344529,0.0001619359,0.0001390686,0.000122098,0.00002533749,0.00004235968,0.00001032436,0.0001314434,0.000009503934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005153762,"about_ca_system_score_gemma":0.000006520591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000179417,"about_ca_topic_score_gemma":0.000003711745,"domain_scores_codex":[0.9991508,0.00001087104,0.0002187409,0.0002442824,0.00007922286,0.0002961107],"domain_scores_gemma":[0.9994589,0.0003286514,0.00001186817,0.0001034703,0.00001735576,0.00007977321],"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":[0.00001488009,0.000005698504,0.000001619545,0.001973744,0.00004327479,0.000005243296,0.00001286672,0.00001209605,0.9506589,0.00001587607,0.0003063375,0.04694944],"study_design_scores_gemma":[0.00005713335,0.000035252,0.000005430707,0.001403995,0.00005859635,0.00003494085,0.000006408401,0.05677269,0.9228431,0.00003543251,0.01854072,0.0002062782],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.956817,0.03361373,0.007270517,0.0004611777,0.0001966797,0.0003068885,0.00001215271,0.0006658251,0.0006560142],"genre_scores_gemma":[0.9969547,0.001780338,0.0008743872,0.00007803635,0.00014996,0.00006985619,0.000002924781,0.00004536361,0.00004442485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05676059,"threshold_uncertainty_score":0.6603555,"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."}}