{"id":"W2995365776","doi":"10.3390/s20010014","title":"A Systematic Study on Transit Time and Its Impact on Accuracy of Concentration Measured by Microfluidic Devices","year":2019,"lang":"en","type":"article","venue":"Sensors","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Global Water Futures","keywords":"Microfluidics; Amplitude; Gating; Rise time; Noise (video); SIGNAL (programming language); Particle (ecology); Scattering; Particle size; Light scattering; Materials science; Optics; Physics; Chemistry; Nanotechnology; Computer science","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":[0.006445381,0.001239895,0.000823478,0.0007931194,0.0004941082,0.0008097694,0.0006711233,0.0007131725,0.0004272549],"category_scores_gemma":[0.01304731,0.0004259264,0.0004671539,0.0009127489,0.0006858302,0.001093184,0.0005546776,0.0007614666,0.0002289014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005426304,"about_ca_system_score_gemma":0.001041867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008540303,"about_ca_topic_score_gemma":0.0009041611,"domain_scores_codex":[0.9961441,0.001116866,0.0005976139,0.0008412667,0.001125715,0.000174428],"domain_scores_gemma":[0.9899087,0.005583045,0.001375113,0.001089951,0.001929621,0.0001135529],"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":[0.0001313051,0.00006581983,0.003296832,0.0004237354,0.00004801047,0.00007785759,0.0001143892,0.0006325798,0.9748058,0.0003392462,0.0001023842,0.01996212],"study_design_scores_gemma":[0.00000691655,0.0006188891,0.008019453,0.00005078654,0.0001213223,0.0001892227,0.00004790038,0.004921098,0.9838266,0.0001286603,0.002033698,0.0000355505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7061516,0.02428474,0.2644412,0.0004617865,0.000501873,0.0006618674,0.0006896471,0.0006588069,0.002148524],"genre_scores_gemma":[0.8621714,0.008137445,0.1270644,0.0002069476,0.0001043136,0.0004375864,0.0006138212,0.0002504795,0.001013578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006445381,"threshold_uncertainty_score":0.03408682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009978023760331462,"score_gpt":0.2321665430361371,"score_spread":0.2221885192758056,"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."}}