{"id":"W4393229412","doi":"10.1002/admi.202300766","title":"Shaping a Surface Microdroplet by Marangoni Forces along a Moving Contact Line of Four Immiscible Phases","year":2024,"lang":"en","type":"article","venue":"Advanced Materials Interfaces","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; Engineering and Physical Sciences Research Council; China Scholarship Council; University of Twente; Canada Foundation for Innovation","keywords":"Marangoni effect; Materials science; Marangoni number; Line (geometry); Surface (topology); Contact angle; Nanotechnology; Mechanics; Chemical physics; Composite material; Convection; Geometry; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002925592,0.0002675097,0.0003774129,0.0001291559,0.00004352411,0.0001052224,0.0002143128,0.00009077521,0.0002532124],"category_scores_gemma":[0.0000324169,0.000251853,0.00003880214,0.0003403779,0.0000636905,0.0004632884,0.0000697826,0.0001158318,0.00001513944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009082639,"about_ca_system_score_gemma":0.00002007766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006215092,"about_ca_topic_score_gemma":0.000001453874,"domain_scores_codex":[0.998653,0.00001825312,0.000633214,0.000279186,0.0001247623,0.0002915673],"domain_scores_gemma":[0.9995118,0.00006946101,0.00009247685,0.0002039821,0.000100564,0.00002175552],"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":[0.00003870071,0.00001156579,0.000006358743,0.0005528699,0.00007843485,0.000006839946,0.0002891117,0.000205824,0.9903262,0.0004299026,0.002489643,0.005564607],"study_design_scores_gemma":[0.0002237079,0.0001023369,0.000005564472,0.0008178025,0.00001864338,0.00001889165,0.0001449973,0.0004668648,0.9888669,0.0002471005,0.008828861,0.0002582862],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8829682,0.006094874,0.1084939,0.00004817765,0.0007566628,0.0002598002,0.0003456512,0.0006242532,0.0004084894],"genre_scores_gemma":[0.996154,0.0002955982,0.002972325,0.00003423971,0.00005766152,0.00002740283,0.000106411,0.00006758243,0.0002848581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1131857,"threshold_uncertainty_score":0.9999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612681977879106,"score_gpt":0.2654191109756848,"score_spread":0.2492922911968938,"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."}}