{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001219114,0.0005551749,0.0005511899,0.00009490645,0.00007580565,0.0004418773,0.0003282117,0.0005622622,0.0005603422],"category_scores_gemma":[0.00001470635,0.0003964341,0.000117517,0.0001494983,0.00003713155,0.0001162447,0.0004442284,0.0009864406,0.00001940456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001183179,"about_ca_system_score_gemma":0.0001470661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004024389,"about_ca_topic_score_gemma":0.001031921,"domain_scores_codex":[0.9982945,0.00003596737,0.0003679257,0.0005354997,0.0003970433,0.0003690767],"domain_scores_gemma":[0.9989668,0.00001562245,0.00003147711,0.0007011706,0.0001659414,0.0001190168],"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":[0.00002942304,0.00004015314,0.0002892295,0.0005543301,0.0003913224,0.00008416388,0.0004106249,0.9415464,0.05455612,0.00003498757,0.001984666,0.00007852955],"study_design_scores_gemma":[0.0004017922,0.00003524213,0.0006431816,0.0005000026,0.00005383459,0.00001666037,0.0001456103,0.971632,0.02557717,0.00001615322,0.0002644238,0.0007139356],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902991,0.003306451,0.0006895083,0.00009648126,0.001338839,0.0004601862,0.0001033541,0.0008528548,0.002853195],"genre_scores_gemma":[0.9891903,0.0005625853,0.004825257,0.0001004594,0.0001081787,0.00006941614,0.0005535605,0.0001374295,0.004452745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03008555,"threshold_uncertainty_score":0.9998488,"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."}}