{"id":"W2933953714","doi":"10.31438/trf.hh2010.72","title":"A MONOLITHIC MICRO DEVICE FOR GLUCOSE-RESPONSIVE INSULIN DELIVERY","year":2010,"lang":"en","type":"article","venue":"2010 Solid-State, Actuators, and Microsystems Workshop Technical Digest","topic":"Electrochemical sensors and biosensors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; California HIV/AIDS Research Program","keywords":"Glucose oxidase; Insulin; Membrane; Catalase; Diffusion; Chemistry; Bovine serum albumin; Glucose transporter; Nanoparticle; Biosensor; Biophysics; Materials science; Enzyme; Biochemistry; Internal medicine; Nanotechnology; Biology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003978518,0.0006425388,0.0007780301,0.0001931282,0.0002646371,0.0001890905,0.0004603663,0.0008260708,0.00001390207],"category_scores_gemma":[0.0003154254,0.0005757356,0.0002501078,0.0003757503,0.0002585009,0.0002044815,0.000152813,0.001276077,0.00005269058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010903,"about_ca_system_score_gemma":0.00007187728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007745885,"about_ca_topic_score_gemma":0.0008111078,"domain_scores_codex":[0.9970727,0.00004497799,0.0008387782,0.0007166287,0.0002199889,0.001106901],"domain_scores_gemma":[0.9977692,0.0007600487,0.0001453321,0.0006030133,0.0002348092,0.0004876392],"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":[0.0001537063,0.00008131797,0.0001411067,0.0001965575,0.00007148831,0.00001487671,0.0001581601,0.00001649311,0.9869099,0.00005583686,0.006389042,0.005811528],"study_design_scores_gemma":[0.001188701,0.0001254759,0.0008232365,0.0002326334,0.00007232038,0.0002196708,0.00009311309,0.0007065806,0.9218611,0.0005489382,0.07298739,0.001140811],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993306,0.001992426,0.001083692,0.0001920199,0.0009760793,0.001149118,0.0003289127,0.0008350055,0.0001367714],"genre_scores_gemma":[0.9952895,0.001092024,0.001985088,0.0002024939,0.0003710219,0.0001496419,0.00007080885,0.0001573518,0.0006820636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06659834,"threshold_uncertainty_score":0.9996694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007754045794144563,"score_gpt":0.2307809894312413,"score_spread":0.2230269436370967,"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."}}