{"id":"W3139002057","doi":"10.1016/j.sna.2021.112685","title":"Droplet based microfluidic device integrated with ink jet printed three electrode system for electrochemical detection of ascorbic acid","year":2021,"lang":"en","type":"article","venue":"Sensors and Actuators A Physical","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Indian Institute of Technology Delhi; University of Alberta","keywords":"Ascorbic acid; Microfluidics; Electrode; Materials science; Fabrication; Volumetric flow rate; Cyclic voltammetry; Working electrode; Electrochemistry; Nanotechnology; Analytical Chemistry (journal); Chemistry; Chromatography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0000952476,0.0002514146,0.0003657124,0.000104132,0.00005761682,0.00002246798,0.00007530815,0.0001133154,0.000002502559],"category_scores_gemma":[0.00003447747,0.0002082101,0.00006960204,0.000741751,0.00008274347,0.00006993923,0.00001661586,0.0002640188,0.00000111779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001477264,"about_ca_system_score_gemma":0.00008066358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000631789,"about_ca_topic_score_gemma":0.000002188061,"domain_scores_codex":[0.9989976,0.00002048735,0.0002753729,0.0002820782,0.0001410522,0.0002833594],"domain_scores_gemma":[0.9992645,0.00005625642,0.00007348556,0.0001991827,0.0003636334,0.00004288655],"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":[0.0001167027,0.00005039979,0.00007384489,0.0002478073,0.00007653255,0.000003078492,0.00005845747,0.000001411429,0.9929346,0.001218557,0.0001205793,0.005097993],"study_design_scores_gemma":[0.0005978728,0.0002285755,0.0001133733,0.0001187257,0.00005854892,0.00003206531,0.0001061359,0.0132889,0.984348,0.0001241677,0.0007534101,0.0002302248],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5811138,0.00009973589,0.418356,0.00001886067,0.00002410196,0.0001779936,0.00001586937,0.0001633716,0.0000303122],"genre_scores_gemma":[0.9981594,0.000007669758,0.001486483,0.00003354719,0.00007805117,0.00004918841,0.0001311426,0.00005022194,0.000004271143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4170456,"threshold_uncertainty_score":0.8490562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006062282562877564,"score_gpt":0.2069400116160497,"score_spread":0.2008777290531722,"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."}}