{"id":"W4400520729","doi":"10.3390/fluids9070159","title":"Numerical Simulations of Scalar Transport on Rough Surfaces","year":2024,"lang":"en","type":"article","venue":"Fluids","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Scalar (mathematics); Statistical physics; Mechanics; Physics; Environmental science; Geometry; Mathematics","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":[0.0005053068,0.0005076622,0.001063305,0.0007128236,0.0006388254,0.001036922,0.0009017427,0.001626986,0.002224231],"category_scores_gemma":[0.002650411,0.0003390381,0.0007807118,0.0007807037,0.0009213331,0.0006929341,0.0008322377,0.0008907511,0.0002989814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007959699,"about_ca_system_score_gemma":0.0005861918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00850611,"about_ca_topic_score_gemma":0.003370905,"domain_scores_codex":[0.9996978,0.00007773529,0.00002340055,0.00004027112,0.0000864574,0.00007440204],"domain_scores_gemma":[0.9987059,0.0007626867,0.0001411617,0.000102524,0.0001858617,0.0001018433],"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":[0.00005357614,0.00003255314,0.001250911,0.0000396308,0.00001706156,0.00008436801,0.00005212799,0.9883207,0.001394733,0.007291305,0.0001841948,0.001278815],"study_design_scores_gemma":[0.00000930516,0.00001222857,0.0002409786,0.000004840994,0.000002446546,0.000007155085,0.00001520463,0.9981284,0.0002007121,0.001091945,0.0002815144,0.0000052362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8626207,0.001141633,0.1007553,0.001072092,0.0003016643,0.0001829947,0.001396602,0.0006881212,0.03184078],"genre_scores_gemma":[0.9697365,0.0003828015,0.02523444,0.00007435496,0.00004524581,0.0001699118,0.0005430217,0.00006447717,0.00374926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00850611,"threshold_uncertainty_score":0.01691324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02427531332562848,"score_gpt":0.310679455433598,"score_spread":0.2864041421079696,"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."}}