{"id":"W2910897208","doi":"10.1038/s41598-018-36615-6","title":"Selective detection of volatile organic compounds in microfluidic gas detectors based on “like dissolves like”","year":2019,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; Kelowna General Hospital; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Analyte; Detector; Polar; Analytical Chemistry (journal); Microfluidics; Adsorption; Chemistry; Diffusion; Surface tension; Materials science; Chromatography; Nanotechnology; Optics; Organic chemistry; Thermodynamics","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":[0.0001505563,0.0001678004,0.0002345828,0.0003227727,0.00004625073,0.00003237248,0.0001272479,0.0001291563,0.00004101718],"category_scores_gemma":[0.0001113883,0.0001641972,0.00006272661,0.001049077,0.0001272398,0.0001126451,0.00002978765,0.0002351073,0.00001926679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002548694,"about_ca_system_score_gemma":0.0000148733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001002101,"about_ca_topic_score_gemma":0.00002859006,"domain_scores_codex":[0.9985591,0.00001287905,0.0003978916,0.0004621537,0.0002750132,0.0002929644],"domain_scores_gemma":[0.9990685,0.00007107639,0.0001190011,0.0006344189,0.00006590717,0.00004110597],"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":[0.000008537138,0.00002626205,0.005519705,0.0000437155,0.000005917525,0.00001286787,0.00004817238,0.003061288,0.990295,4.973755e-7,0.0003183983,0.0006596438],"study_design_scores_gemma":[0.0001208627,0.00004458232,0.001696485,0.00005744718,0.00000451933,0.00001165731,0.00004728188,0.007096037,0.9888632,0.0007775257,0.001112787,0.0001676575],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996006,0.0001879853,0.0006715433,0.000005367721,0.002066779,0.0002604655,0.000001565058,0.0004249335,0.0003753277],"genre_scores_gemma":[0.9996142,0.000004537637,0.0001778756,0.000003594392,0.000008428535,0.00001100122,0.000008989612,0.00003174681,0.0001396016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004034749,"threshold_uncertainty_score":0.6695767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004359418797156967,"score_gpt":0.1914354591153342,"score_spread":0.1870760403181773,"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."}}