{"id":"W2085125539","doi":"10.1049/ip-nbt:20060012","title":"Absorption detection of enzymatic reaction using optical microfluidics based intermittent flow microreactor system","year":2006,"lang":"en","type":"article","venue":"IEE Proceedings - Nanobiotechnology","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; CMC Microsystems","keywords":"Microreactor; Microfluidics; Biosensor; Nanotechnology; Materials science; Absorption (acoustics); Lab-on-a-chip; Horseradish peroxidase; Photonics; Chemistry; Optoelectronics; Catalysis; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007262802,0.0004573933,0.0004541746,0.0006915932,0.0002878631,0.0004716087,0.0009519999,0.0005665263,0.0006060613],"category_scores_gemma":[0.0007024686,0.0003108404,0.0002557147,0.0003174434,0.0004168754,0.0004788949,0.0003586465,0.0004175676,0.0001896581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008033484,"about_ca_system_score_gemma":0.0006253452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000601977,"about_ca_topic_score_gemma":0.0007705938,"domain_scores_codex":[0.9994068,0.00008764067,0.0000460927,0.0001911733,0.0002043999,0.00006386814],"domain_scores_gemma":[0.9996191,0.0001546326,0.00009608576,0.00002596505,0.00007432499,0.00002985465],"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":[0.00008859038,0.00004178022,0.0004241731,0.0001128222,0.000008462398,0.00004872241,0.0000401485,0.0003677608,0.9865119,0.000817629,0.0002505986,0.01128738],"study_design_scores_gemma":[0.00003364004,0.0002433073,0.001253667,0.000009026851,0.00002468707,0.0002211267,0.000009984565,0.01792427,0.9777325,0.0001843153,0.002334626,0.00002868555],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7081779,0.005529572,0.2772801,0.0009025375,0.0004666444,0.0002318711,0.000537843,0.003476871,0.003396637],"genre_scores_gemma":[0.7909593,0.001927863,0.2037409,0.0002864969,0.0001534483,0.0002235382,0.0001946763,0.0000315111,0.002482333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009519999,"threshold_uncertainty_score":0.005828738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005300744850684849,"score_gpt":0.1799695492439128,"score_spread":0.174668804393228,"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."}}