{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001623386,0.0001798082,0.0003551921,0.00006276531,0.00002326585,0.00002044032,0.00008416465,0.00009393238,0.00001199946],"category_scores_gemma":[0.00005588656,0.0001309352,0.00004798444,0.0001141674,0.00001834832,0.00004481249,0.000006886361,0.00009835416,0.00009813175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004297778,"about_ca_system_score_gemma":0.000007857993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001068033,"about_ca_topic_score_gemma":5.23818e-7,"domain_scores_codex":[0.9991918,0.00006039067,0.0002577222,0.0001622727,0.0001642001,0.0001636099],"domain_scores_gemma":[0.999545,0.0001182344,0.00006190868,0.00021037,0.00003439467,0.00003011561],"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":[0.00003489158,0.00005556158,0.0003545794,0.00108211,0.0001267904,0.000002745838,0.0006108251,0.0001575022,0.9964268,0.000006116415,0.001035706,0.0001064339],"study_design_scores_gemma":[0.0007753197,0.0006876455,0.002829494,0.001625568,0.00009359041,0.00001004184,0.0008374986,0.006054739,0.986794,0.000003226858,0.00002637108,0.0002625102],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950382,0.003652387,0.000006535928,0.00002734807,0.00005963429,0.0008450494,0.00002669227,0.0002372042,0.0001069595],"genre_scores_gemma":[0.9997257,0.0001770999,0.000005889145,0.00001155781,0.000006355466,0.00000228061,0.000005346567,0.00001929991,0.00004648033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009632743,"threshold_uncertainty_score":0.5339382,"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."}}