{"id":"W4414341094","doi":"10.1016/j.jcis.2025.138998","title":"Hydrodynamic instabilities and interface dynamics of two immiscible liquids driven by a rotating disk","year":2025,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Université de Sherbrooke","keywords":"Froude number; Surface tension; Reynolds number; Interface (matter); Rotation (mathematics); Centrifugal force; Dynamics (music); Flow (mathematics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005630699,0.0001435297,0.0002955121,0.0002605007,0.0001039773,0.0001305714,0.0003399274,0.00003923569,0.000006753364],"category_scores_gemma":[0.0001293956,0.0001235203,0.00004515571,0.0004449015,0.0005105297,0.000508249,0.0001616681,0.0002488981,3.081435e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001221735,"about_ca_system_score_gemma":0.00010052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000296438,"about_ca_topic_score_gemma":0.00005791473,"domain_scores_codex":[0.9988902,0.00001827267,0.0004863142,0.000157508,0.0002286599,0.0002190009],"domain_scores_gemma":[0.9993915,0.00009229642,0.0001287009,0.0001329459,0.000162654,0.00009190065],"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":[0.00004380692,0.00004119555,0.003191589,0.0002096624,0.00005621817,5.689702e-7,0.001960872,0.05953643,0.9295121,0.002835124,0.0001945983,0.002417882],"study_design_scores_gemma":[0.0004285575,0.0002432701,0.0003400922,0.0003827056,0.00001747799,0.00002212566,0.001263481,0.9581427,0.0381295,0.0007919535,0.0001141455,0.0001239768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807695,0.001818769,0.01456368,0.0001365946,0.0005031746,0.00008439002,0.00001874058,0.00001561165,0.002089543],"genre_scores_gemma":[0.9973285,0.0003797142,0.001764221,0.00001204743,0.000008691082,0.000001248119,2.927005e-7,0.00000950771,0.0004958032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8986063,"threshold_uncertainty_score":0.5037013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00261371517674717,"score_gpt":0.2347865749932044,"score_spread":0.2321728598164572,"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."}}