{"id":"W4391755009","doi":"10.1139/cjp-2023-0262","title":"Fifth-order evolution equation for a liquid film with odd viscosity","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Physics","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Dissipative system; Instability; Viscosity; Dissipation; Bifurcation; Quadratic equation; Classical mechanics; Wave equation; Nonlinear system; Mechanics; Mathematical analysis; Thermodynamics; Quantum mechanics; Mathematics; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.00008781777,0.00007765819,0.00009355118,0.00007990892,0.00005095579,0.00006751803,0.00007204565,0.00003696101,0.00001325048],"category_scores_gemma":[0.00001331092,0.00007000232,0.00005414722,0.000175744,0.0000174399,0.0001987324,0.000001817864,0.0001400158,0.000006277247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002412127,"about_ca_system_score_gemma":0.0004705711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003533949,"about_ca_topic_score_gemma":0.002735009,"domain_scores_codex":[0.9995813,0.000005057084,0.0001248622,0.00005513542,0.00007613514,0.0001575457],"domain_scores_gemma":[0.9996047,0.00002385596,0.00002188278,0.00006526325,0.0001238872,0.0001603944],"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":[0.00003830363,0.00001186229,0.00009346887,0.0003104498,0.0002713724,0.00007300278,0.001712767,0.8675697,0.002542599,0.1106856,0.009682122,0.007008759],"study_design_scores_gemma":[0.0002013478,0.0002530005,0.0001635884,0.0001875658,0.00005327924,0.00002529628,0.00003866346,0.9824121,0.0004084903,0.004893261,0.01121746,0.0001459434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1313063,0.001038432,0.8658017,0.0001580774,0.001017843,0.0001009614,0.00006969265,0.00002612789,0.0004809059],"genre_scores_gemma":[0.9976313,0.000007900559,0.001848724,0.00002276298,0.0003814644,0.000002779551,0.0000115946,0.00002661806,0.00006689404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.866325,"threshold_uncertainty_score":0.2854612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008517281036647862,"score_gpt":0.1872773540900924,"score_spread":0.1787600730534445,"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."}}