{"id":"W3190763522","doi":"10.1002/admt.202100569","title":"Design of Electrochemical Microfluidic Detectors: A Review","year":2021,"lang":"en","type":"review","venue":"Advanced Materials Technologies","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Toronto","funders":"Consejo Nacional de Ciencia y Tecnología","keywords":"Microfluidics; Nanotechnology; Detector; Computer science; Electrochemical cell; Process engineering; Electrochemistry; Materials science; Electrode; Engineering; Chemistry; Telecommunications","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":[0.0001802839,0.0006157754,0.003584507,0.00008677541,0.00002613635,0.00001337748,0.0007213317,0.0008573949,0.0002309167],"category_scores_gemma":[0.002171192,0.0005013505,0.0003986459,0.0005424898,0.0001799815,0.00005476404,0.0002873592,0.0004791449,0.00003233728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001181876,"about_ca_system_score_gemma":0.00009719739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.862542e-7,"about_ca_topic_score_gemma":9.142709e-9,"domain_scores_codex":[0.9974487,0.00006327589,0.001194385,0.0006123793,0.0001948147,0.0004864473],"domain_scores_gemma":[0.9981113,0.0003947833,0.0004715855,0.0008845622,0.00009461878,0.00004316052],"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":[0.000004459868,0.00002418732,3.367935e-9,0.07755426,0.0001436656,0.00002500188,9.629076e-7,4.89016e-7,0.7778804,0.0001073908,0.0002389535,0.1440202],"study_design_scores_gemma":[0.00004829602,0.00001805606,3.318351e-10,0.04951676,0.0004782253,0.00004792885,0.000005598932,5.934734e-7,0.6599661,0.00007286768,0.2895133,0.0003322933],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006351623,0.9936045,0.004891107,0.00002173363,0.00006134062,0.0004965187,0.00003768217,0.0008460689,0.00003472324],"genre_scores_gemma":[0.00001811476,0.9943316,0.005085422,0.00001153152,0.00003051402,0.0002029679,0.000134743,0.00008076071,0.0001043636],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2892744,"threshold_uncertainty_score":0.9997438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03078796910890347,"score_gpt":0.3013607576241161,"score_spread":0.2705727885152126,"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."}}