{"id":"W4220886361","doi":"10.1021/acs.langmuir.2c00426","title":"Capillary-Driven Ejection of a Droplet from a Micropore into a Channel: A Theoretical Model and a Computational Fluid Dynamics Verification","year":2022,"lang":"en","type":"article","venue":"Langmuir","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Regina","funders":"","keywords":"Computational fluid dynamics; Mechanics; Context (archaeology); Work (physics); Filtration (mathematics); Capillary action; Permeation; Surface tension; Chemistry; Membrane; Meniscus; Viscosity; Fluid dynamics; Thermodynamics; Physics; Mathematics; Optics","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":[0.0001712244,0.00008733498,0.0001454188,0.00005841282,0.0002124561,0.00002260314,0.000123216,0.00003954813,0.0004484944],"category_scores_gemma":[0.00001737374,0.00008745732,0.00003336329,0.0001251222,0.0001715225,0.00005529545,0.00009960962,0.00007908598,0.00001079791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009764385,"about_ca_system_score_gemma":0.00003969844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004409525,"about_ca_topic_score_gemma":0.00003420256,"domain_scores_codex":[0.9990937,0.0001177191,0.0001925275,0.0002547315,0.0002347059,0.0001066935],"domain_scores_gemma":[0.9996566,0.00004535188,0.00007205123,0.0001275938,0.00005794621,0.0000404415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001396293,0.0001481336,0.000535251,0.00002248977,0.00001125347,0.00000233147,0.007348846,0.06807949,0.8838563,0.03944339,0.0002480388,0.0001648759],"study_design_scores_gemma":[0.0003299651,0.00004543786,0.001681463,0.000003546779,0.00001198054,0.000008050609,0.0009274645,0.9765187,0.007563583,0.01274472,0.0000599216,0.0001051828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792188,0.00006865725,0.01946525,0.0005933957,0.00006548472,0.0001445348,0.0002749803,0.00005348652,0.0001153569],"genre_scores_gemma":[0.9959265,0.000005856334,0.003541278,0.0001349711,0.00001601502,0.00004186266,0.0002934523,0.0000124606,0.00002758752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9084392,"threshold_uncertainty_score":0.4910699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014217354515599,"score_gpt":0.2267767860623997,"score_spread":0.2166346125172438,"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."}}