{"id":"W1971503597","doi":"10.1002/elps.200700931","title":"Experimental determination of sample stream focusing with fluorescent dye","year":2008,"lang":"en","type":"article","venue":"Electrophoresis","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Full width at half maximum; Sample (material); Streamlines, streaklines, and pathlines; Gaussian; Microchannel; Fluorescence; Materials science; Analytical Chemistry (journal); STREAMS; Optics; Chemistry; Chromatography; Optoelectronics; Computer science; Nanotechnology; Physics; Mechanics","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":[],"consensus_categories":[],"category_scores_codex":[0.00003301541,0.0001784916,0.000200133,0.0001142203,0.0001095409,0.000008134151,0.0001356699,0.00006006164,0.00008660153],"category_scores_gemma":[0.000006397343,0.0001656049,0.00005393244,0.0003135251,0.00007898676,0.00005148988,0.00001377575,0.00009900257,0.000004425737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000139148,"about_ca_system_score_gemma":0.00004545332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006713947,"about_ca_topic_score_gemma":0.000005260096,"domain_scores_codex":[0.999046,0.00001745182,0.0002216057,0.0001891881,0.0002150406,0.0003106663],"domain_scores_gemma":[0.9995396,0.00003627832,0.00004459533,0.0002598721,0.00005292498,0.00006671587],"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":[0.00003719165,0.00006831317,0.0005071792,0.00001522409,0.00002822804,0.00000487457,0.0002198252,0.00001154221,0.9954016,0.0001830146,0.002397942,0.001125082],"study_design_scores_gemma":[0.0002628253,0.0002114676,0.001193091,0.00001218578,0.00001936647,0.0000447455,0.00003747834,0.0005656777,0.9954124,0.00005254136,0.002000602,0.0001875842],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974138,0.01753501,0.007143955,0.00001407725,0.00002202687,0.0001987295,0.000009782648,0.000137161,0.0008012829],"genre_scores_gemma":[0.9887031,0.009632548,0.001445911,0.000008840699,0.00005471801,0.00005532175,0.00002227843,0.00004696775,0.00003034326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01456509,"threshold_uncertainty_score":0.6753173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007158034907644413,"score_gpt":0.1971583179143699,"score_spread":0.1900002830067255,"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."}}