{"id":"W4236226256","doi":"10.1002/ange.202008477","title":"Evaporation Induced Spontaneous Micro‐Vortexes through Engineering of the Marangoni Flow","year":2020,"lang":"en","type":"article","venue":"Angewandte Chemie","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"K. C. Wong Education Foundation","keywords":"Vortex; Microscale chemistry; Marangoni effect; Microfluidics; Mechanics; Flow (mathematics); Materials science; Nanotechnology; Hele-Shaw flow; Open-channel flow; Physics; Convection","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":[0.00003615326,0.0001470081,0.0001695557,0.00001691972,0.00003080051,0.00001405432,0.000200309,0.0001361673,0.00001868004],"category_scores_gemma":[0.00005521649,0.0001140158,0.00007327525,0.0002266654,0.00003292054,0.00005863802,0.00006065323,0.0001699411,0.000009304175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003379977,"about_ca_system_score_gemma":0.00001304878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001092841,"about_ca_topic_score_gemma":0.00000268814,"domain_scores_codex":[0.9994129,0.000003951848,0.000177759,0.0001326246,0.0001064851,0.0001662923],"domain_scores_gemma":[0.9996759,0.00002018769,0.00003293179,0.0002202683,0.00002592107,0.00002481987],"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":[0.000005330194,0.000004963451,0.00003812468,0.00007773376,0.00002355054,0.00001499549,0.0003622175,0.0002621369,0.9941273,0.0000210174,0.004327367,0.0007352703],"study_design_scores_gemma":[0.0001307107,0.00001642551,0.0001034891,0.00003907177,0.00001955215,0.00004014456,0.00006919046,0.000901473,0.9923037,0.00003602807,0.006205582,0.0001345968],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955601,0.001344239,0.0007761043,0.0006787299,0.0001933802,0.000133253,0.00001800201,0.0005391486,0.0007570583],"genre_scores_gemma":[0.9979337,0.0001897954,0.001603583,0.0001252414,0.00008818838,0.000003133772,0.000009652466,0.0000255298,0.00002120696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002373583,"threshold_uncertainty_score":0.4649428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825835711363701,"score_gpt":0.1901589793629754,"score_spread":0.1719006222493384,"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."}}