{"id":"W1966958525","doi":"10.1017/s0022112010004003","title":"Film flow over heated wavy inclined surfaces","year":2010,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Waterloo","funders":"","keywords":"Marangoni effect; Laminar flow; Mechanics; Surface tension; Materials science; Flow (mathematics); Inclined plane; Nonlinear system; Surface (topology); Thermodynamics; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005005124,0.0001751556,0.0002947134,0.0001372029,0.00005046687,0.00005469528,0.0002789088,0.0001866613,0.0003195137],"category_scores_gemma":[0.00009278225,0.0001508344,0.0001517777,0.0001777148,0.000009241901,0.0002047228,0.00004018016,0.0006706799,0.00002622303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003907259,"about_ca_system_score_gemma":0.00004897597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005613878,"about_ca_topic_score_gemma":0.00002683843,"domain_scores_codex":[0.9988297,0.00001559417,0.0005048734,0.00009136525,0.0003128998,0.0002455753],"domain_scores_gemma":[0.9992993,0.00004892849,0.00008853326,0.0002246137,0.000172256,0.0001663208],"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":[0.00002971039,0.00004624571,0.00003261046,0.00003154241,0.0001119825,0.00005923561,0.0001302414,0.07678737,0.9095365,0.003639131,0.008181897,0.001413483],"study_design_scores_gemma":[0.0005632528,0.00009752073,0.0001082503,0.00002931845,0.00003110461,0.000102575,0.00001599255,0.9647725,0.0255009,0.001612864,0.006994008,0.0001717308],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757935,0.000396879,0.01695337,0.0001164392,0.006055172,0.00007483122,0.00002480523,0.00009239408,0.0004925687],"genre_scores_gemma":[0.9884835,0.0003396395,0.01056862,0.00008917366,0.0003193704,8.483842e-7,0.000005522654,0.00005349634,0.000139805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8879851,"threshold_uncertainty_score":0.6150848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004442021963114688,"score_gpt":0.1968890517070066,"score_spread":0.1924470297438919,"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."}}