{"id":"W2756146984","doi":"10.1063/1.4989558","title":"Instability of a binary liquid film flowing down a slippery heated plate","year":2017,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Physics; Nonlinear system; Instability; Surface tension; Residual; Mechanics; Thermodynamics; Slip (aerodynamics); Linear stability; Binary number; Flow (mathematics); Chebyshev filter; Mathematical analysis; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001630666,0.000169269,0.0003475823,0.0000401118,0.00009681806,0.00002341502,0.0003712263,0.00007997386,0.00002026241],"category_scores_gemma":[0.00004074122,0.0001731476,0.0001545354,0.00008443256,0.0001210027,0.0002883572,0.000137885,0.0001539374,0.000008264101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002954536,"about_ca_system_score_gemma":0.0000288914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001277742,"about_ca_topic_score_gemma":0.000004803345,"domain_scores_codex":[0.9991113,0.0000125339,0.0003173161,0.0001656587,0.0001754008,0.0002178156],"domain_scores_gemma":[0.9989707,0.00003522927,0.00003905365,0.0008151066,0.00008126584,0.00005866692],"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":[0.00006668584,0.0001068189,0.0008927361,0.0003331837,0.0001153897,0.000004431144,0.0005897432,0.01913046,0.9748812,0.002654311,0.0001508379,0.001074151],"study_design_scores_gemma":[0.0007591302,0.0002538969,0.008758065,0.000224796,0.00004407423,0.000001470476,0.00003424548,0.7023354,0.2854064,0.001612067,0.0002026162,0.0003679728],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943322,0.0001841465,0.001063882,0.00002710526,0.0004130987,0.0001151198,0.00008493246,0.00009043658,0.003689067],"genre_scores_gemma":[0.9990421,0.00006021526,0.0007482215,0.000006841579,0.00006587461,0.000007252588,0.00001890235,0.00003330076,0.0000172921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6894749,"threshold_uncertainty_score":0.7060753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01251421979083974,"score_gpt":0.2260186262008268,"score_spread":0.213504406409987,"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."}}