{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008860083,0.001542359,0.001563252,0.003008233,0.0003258046,0.001193341,0.001311401,0.001297219,0.002509584],"category_scores_gemma":[0.0008636292,0.0009233434,0.0007409521,0.003132688,0.0004310965,0.001863977,0.0007418861,0.001252663,0.002431126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005193667,"about_ca_system_score_gemma":0.0008249061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007558535,"about_ca_topic_score_gemma":0.0006875408,"domain_scores_codex":[0.9995887,0.00004847372,0.00004918216,0.0001106387,0.000168698,0.00003433871],"domain_scores_gemma":[0.9995814,0.0001731718,0.00005989722,0.00001644027,0.000147942,0.0000211118],"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":[0.0000603101,0.0001882087,0.0002475545,0.03987261,0.0001276984,0.0003053306,0.000091631,0.001576635,0.01307652,0.01187936,0.02200458,0.9105695],"study_design_scores_gemma":[0.00001140872,0.0001919411,0.0004628449,0.00353205,0.0001296996,0.001044955,0.00005108168,0.0007356688,0.007935817,0.002723107,0.9831297,0.0000517576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000355932,0.9964981,0.001383107,0.0001698543,0.0002472925,0.00001441471,0.00003325275,0.00001936765,0.001278643],"genre_scores_gemma":[0.002151541,0.9948143,0.001585071,0.0001464452,0.0001745557,0.00002109385,0.00005809016,0.000004805088,0.001044161],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003008233,"threshold_uncertainty_score":0.008395433,"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."}}