{"id":"W4247453810","doi":"10.32920/ryerson.14651631","title":"Film flow with temperature dependent fluid properties over heated inclined surfaces","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Surface tension; Mechanics; Momentum (technical analysis); Thermal conductivity; Nonlinear system; Viscosity; Flow (mathematics); Boundary layer; Materials science; Thermodynamics; Conservation of mass; Fluid dynamics; Boundary value problem; Physics; Mathematics; Mathematical analysis","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":[0.0001679859,0.0003826124,0.0003636587,0.0003607828,0.0004214757,0.0007103007,0.0002659725,0.0005032409,0.001023165],"category_scores_gemma":[0.0008384455,0.0001860258,0.0003324201,0.0003264081,0.0005297922,0.0004579718,0.0002688517,0.0004770058,0.0001021864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005713418,"about_ca_system_score_gemma":0.000285378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00284899,"about_ca_topic_score_gemma":0.0009184119,"domain_scores_codex":[0.9999048,0.00001375521,0.000005336632,0.00002267313,0.00002546526,0.00002789156],"domain_scores_gemma":[0.9997763,0.00009881349,0.00005160246,0.00001921416,0.00003374285,0.00002031201],"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":[0.0003753271,0.0001155716,0.002366651,0.0001116053,0.00001906968,0.0007535807,0.0002858749,0.02441502,0.9628193,0.002205239,0.000168121,0.006364744],"study_design_scores_gemma":[0.000133502,0.0005831574,0.01121058,0.00003230572,0.00003520065,0.0002941276,0.000149587,0.37595,0.6092647,0.001079722,0.00121726,0.00004982128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958391,0.000179822,0.002685538,0.00005415274,0.00001255203,0.00001974069,0.00004964114,0.00006034535,0.001099062],"genre_scores_gemma":[0.9966331,0.0001415267,0.002197715,0.00001062388,0.00001190288,0.000007654457,0.00005119465,0.00001236109,0.00093393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00284899,"threshold_uncertainty_score":0.005664825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0073086429468895,"score_gpt":0.1801435557508181,"score_spread":0.1728349128039286,"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."}}