{"id":"W4413638820","doi":"10.1007/s11242-025-02219-8","title":"The Nield-Kuznetsov Functions and How they Arise in Modelling Flow in the Transition Layer","year":2025,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Flow (mathematics); Hydrogeology; Layer (electronics); Statistical physics; Mechanics; Physics; Transition layer; Geology; Geophysics; Thermodynamics; Materials science; Geotechnical engineering; Nanotechnology","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":[0.0008240811,0.0002267499,0.0002651945,0.000216106,0.00007788657,0.00003513555,0.0002186025,0.0001909593,0.000008618253],"category_scores_gemma":[0.00001145538,0.0001614938,0.00005561698,0.0004238422,0.00006784005,0.0001533332,0.000002819103,0.0006783594,0.000002419868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005482357,"about_ca_system_score_gemma":0.0000514463,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000382186,"about_ca_topic_score_gemma":0.03116945,"domain_scores_codex":[0.9986464,0.00007029845,0.0003690163,0.0002364963,0.0002276274,0.0004501658],"domain_scores_gemma":[0.999265,0.0003831575,0.00001035009,0.0002715345,0.00001601097,0.00005395892],"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":[0.0002049227,0.000263979,0.02455062,0.0004080946,0.00007717766,0.0004079846,0.1027791,0.8078978,0.0005572677,0.002586595,0.0009322721,0.05933421],"study_design_scores_gemma":[0.008387133,0.0001360162,0.1778617,0.001200527,0.000305372,0.00005866441,0.0272767,0.7403487,0.0007435557,0.0221092,0.01985413,0.001718304],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569054,0.002662135,0.02938648,0.003941678,0.001113273,0.0007174549,0.00003869326,0.000140809,0.005094038],"genre_scores_gemma":[0.9964889,0.002815623,0.0001669923,0.0001513931,0.00007095686,0.0001630322,0.00004935687,0.00002657349,0.00006718905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1533111,"threshold_uncertainty_score":0.9865092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01393856691157763,"score_gpt":0.2064890537854608,"score_spread":0.1925504868738832,"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."}}