{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001349914,0.0002927288,0.0002989871,0.0002412749,0.0004929942,0.0008574888,0.0003324036,0.0005679595,0.001834107],"category_scores_gemma":[0.0006275136,0.000222028,0.0002712394,0.0003090515,0.0006750639,0.0006771058,0.0004652709,0.0005077148,0.0001686888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004285367,"about_ca_system_score_gemma":0.0002141924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001990928,"about_ca_topic_score_gemma":0.001206852,"domain_scores_codex":[0.9999316,0.00001269046,0.000003999779,0.00001018858,0.00002060883,0.00002083924],"domain_scores_gemma":[0.9998387,0.00008326292,0.00003012275,0.0000122801,0.00001924437,0.00001640334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003797011,0.0001552821,0.008175318,0.000309678,0.00008840064,0.003124843,0.001512025,0.5294233,0.3775591,0.0508447,0.0009440893,0.02748364],"study_design_scores_gemma":[0.0001252305,0.000225402,0.004450699,0.00002526746,0.00002373681,0.0002562075,0.0003610609,0.9482393,0.03638984,0.008855845,0.001010907,0.0000365093],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837468,0.0002420784,0.01095991,0.0001380646,0.00002124938,0.00002110595,0.0000292544,0.00005504059,0.004786406],"genre_scores_gemma":[0.9950883,0.0001495313,0.003186814,0.00003001877,0.000006587409,0.00001929062,0.00003064536,0.0000131915,0.001475631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001990928,"threshold_uncertainty_score":0.006135643,"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."}}