{"id":"W4417504378","doi":"10.1007/s41939-025-01136-z","title":"Bilayer diffusive-convective transport in cilia-induced flow","year":2025,"lang":"en","type":"article","venue":"Multiscale and Multidisciplinary Modeling Experiments and Design","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Rheology; Fluid dynamics; Newtonian fluid; Diffusion; Viscosity; Fluid mechanics; Flow (mathematics); Viscous liquid; Mucus","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006648119,0.0002862208,0.0005310139,0.0004165074,0.0005753387,0.0008990788,0.0004693007,0.0008977627,0.0007036605],"category_scores_gemma":[0.001580646,0.0002486889,0.0005011229,0.0001815385,0.000809327,0.0009137814,0.000955502,0.0005496316,0.0000949579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008902013,"about_ca_system_score_gemma":0.0008218262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002243177,"about_ca_topic_score_gemma":0.001040448,"domain_scores_codex":[0.9997801,0.00007939168,0.00001297597,0.00003890461,0.00004804386,0.00004052274],"domain_scores_gemma":[0.9996439,0.0001500334,0.00005341041,0.00003270959,0.00005915868,0.00006084044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004217254,0.0004227597,0.003680076,0.0002194547,0.00006436355,0.0001848562,0.0001473234,0.6334419,0.2510126,0.09820814,0.0005184282,0.01167837],"study_design_scores_gemma":[0.00001864142,0.00003216381,0.0006147769,0.000005092846,0.000005276559,0.000007877699,0.00001266747,0.9917817,0.004474877,0.002905221,0.0001310789,0.00001073933],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8032556,0.000602764,0.1891962,0.001182746,0.0001527613,0.0001474675,0.0001864388,0.000191276,0.005084821],"genre_scores_gemma":[0.9894568,0.0001425362,0.009686537,0.00003717568,0.00001344392,0.00005597467,0.0000355304,0.00001557904,0.0005563454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002243177,"threshold_uncertainty_score":0.006458879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.049172828485324,"score_gpt":0.3541918932233521,"score_spread":0.3050190647380281,"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."}}