{"id":"W2031613348","doi":"10.1103/physreve.81.036302","title":"Waves in liquid films on vibrating substrates","year":2010,"lang":"en","type":"article","venue":"Physical Review E","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Science Foundation Ireland","keywords":"Metastability; Amplitude; Physics; Omega; Viscosity; Acceleration; Initial value problem; Substrate (aquarium); Mechanics; Classical mechanics; Condensed matter physics; Optics; Quantum mechanics","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":[0.00008434945,0.0001117508,0.0002058355,0.00001857663,0.00001476029,0.00001504145,0.0001064157,0.0000230705,0.00006424673],"category_scores_gemma":[0.00005980979,0.00009188741,0.00006381168,0.0001299954,0.00001495377,0.00006095883,0.00001428293,0.0003275136,0.0001608412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005600855,"about_ca_system_score_gemma":0.000005030423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004966725,"about_ca_topic_score_gemma":0.00001480629,"domain_scores_codex":[0.9994851,0.000009596877,0.0001456655,0.0001133091,0.00008795015,0.0001583967],"domain_scores_gemma":[0.9996855,0.00006718377,0.00001334377,0.0001768624,0.000008851327,0.000048222],"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":[0.00001028178,0.0002479975,0.0001353774,0.002869828,0.00003004237,0.00002386039,0.0002175145,0.003015423,0.7127106,0.255467,0.001860974,0.02341118],"study_design_scores_gemma":[0.0003770292,0.0002431955,0.002258136,0.003611861,0.00002970904,0.000005096167,0.0000107333,0.9190314,0.05778389,0.008344461,0.007501543,0.0008028979],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820133,0.002112826,0.0000236614,0.0001132872,0.000222242,0.000138262,0.000004443497,0.00009939474,0.01527261],"genre_scores_gemma":[0.9973588,0.001935105,0.00036362,0.0001876565,0.00009326956,0.00002145355,0.000007604756,0.00002080673,0.00001166104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.916016,"threshold_uncertainty_score":0.374706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008617952362477876,"score_gpt":0.2496760964104001,"score_spread":0.2410581440479222,"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."}}