{"id":"W3022695287","doi":"10.1021/acs.langmuir.0c00128","title":"Investigation of Capillary Filling Dynamics of Multicomponent Fluids in Straight and Periodically Constricted Microchannels","year":2020,"lang":"en","type":"article","venue":"Langmuir","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; National Institute for Nanotechnology; University of Alberta","funders":"Alberta Innovates; University of Alberta; Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Capillary action; Wetting; Contact angle; Evaporation; Materials science; Newtonian fluid; Capillary number; Chemistry; Composite material; Mechanics; Thermodynamics","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":[0.00009921196,0.00006502199,0.0001727059,0.00003971589,0.00002319254,0.000009532674,0.00007967221,0.00005252199,0.0001303195],"category_scores_gemma":[0.00004533588,0.00005995827,0.00001792948,0.0001306517,0.0001610944,0.00004605619,0.0000315904,0.00004959631,0.000004021863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001526711,"about_ca_system_score_gemma":0.00002829391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001326611,"about_ca_topic_score_gemma":0.00001954895,"domain_scores_codex":[0.9993381,0.0000575108,0.0002652955,0.0001410578,0.000112672,0.00008537063],"domain_scores_gemma":[0.99972,0.0000434969,0.00006686574,0.00006630276,0.0000465736,0.00005678917],"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":[0.00001603992,0.0000109723,0.01001635,0.00006525961,0.000001867161,0.000001738433,0.002826754,0.00008146621,0.9866551,0.0002402471,0.00001496359,0.00006925147],"study_design_scores_gemma":[0.0004759612,0.0000372136,0.03952218,0.00003064596,0.000005796473,0.000002070084,0.0006111183,0.06291959,0.8962433,0.00003234622,0.00002682462,0.00009298704],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980878,0.000122664,0.0008115197,0.0007069063,0.00002758637,0.0001003437,0.00006033589,0.00001904547,0.00006385164],"genre_scores_gemma":[0.9970943,0.00001816325,0.002726594,0.0001100291,0.000007657272,0.000002032177,0.00003113133,0.00000488055,0.000005245609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09041182,"threshold_uncertainty_score":0.2445027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02792458192399257,"score_gpt":0.2170069568814289,"score_spread":0.1890823749574363,"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."}}