{"id":"W4412903566","doi":"10.11159/jffhmt.2025.027","title":"Advanced CFD Modelling of Falling Film Evaporation on a Horizontal Tube using Sharp Interface Tracking","year":2025,"lang":"","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Falling (accident); Computational fluid dynamics; Tracking (education); Tube (container); Interface (matter); Mechanics; Evaporation; Materials science; Simulation; Mechanical engineering; Bubble; Computer science; Engineering; Physics; Meteorology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006925373,0.0006222653,0.001216139,0.0007380719,0.0002192665,0.0001655965,0.0002687419,0.0004295355,0.00006035926],"category_scores_gemma":[0.00001631166,0.0006224565,0.0005480628,0.0004547466,0.00009073946,0.0008359851,0.00001476654,0.0010903,0.000001127574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002922285,"about_ca_system_score_gemma":0.0002276254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003422426,"about_ca_topic_score_gemma":0.00002668207,"domain_scores_codex":[0.9963579,0.0000885201,0.001988582,0.0004127067,0.0005587841,0.0005935674],"domain_scores_gemma":[0.9988474,0.0001677096,0.00004402353,0.0002558149,0.0004484747,0.0002365356],"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":[0.0007830902,0.0001030155,0.00005642285,0.0007163038,0.0003043936,0.00002049726,0.001035987,0.5996376,0.3915161,0.0006534351,0.000007307549,0.005165831],"study_design_scores_gemma":[0.00293195,0.0008325378,0.00004627087,0.004292267,0.0005515056,0.00003610269,0.0003200084,0.895749,0.0943808,0.000299991,0.0001222477,0.0004373486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4774512,0.007293771,0.5136227,0.0001275293,0.001005273,0.0002405497,0.00004226842,0.00001492953,0.0002017856],"genre_scores_gemma":[0.9829384,0.007872642,0.008784672,0.00004326084,0.0002332964,0.00000332082,0.000006247954,0.00008812983,0.00003000689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5054872,"threshold_uncertainty_score":0.9996227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02093027294633135,"score_gpt":0.2459098025949371,"score_spread":0.2249795296486058,"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."}}