{"id":"W2756710606","doi":"10.1093/imamat/hxx025","title":"Surface instability of imperfectly bonded multi-layered curved films under van der Waals forces","year":2017,"lang":"en","type":"article","venue":"IMA Journal of Applied Mathematics","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"van der Waals force; Instability; Transfer-matrix method (optics); Materials science; Mechanics; Shell (structure); Spring (device); Imperfect; Classical mechanics; Physics; Composite material; Thermodynamics","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":[0.0007899828,0.0002412362,0.0006383648,0.00006445596,0.0001208184,0.0001062575,0.0005708906,0.0001369106,0.00006272067],"category_scores_gemma":[0.0001007609,0.0001991941,0.0001900862,0.00005551103,0.0001193471,0.0002063663,0.00008948533,0.0003028992,0.00001119737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005087773,"about_ca_system_score_gemma":0.00004764761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005365648,"about_ca_topic_score_gemma":0.00001118935,"domain_scores_codex":[0.9983771,0.00001044485,0.0008961083,0.0001170053,0.0003318344,0.0002675024],"domain_scores_gemma":[0.9982917,0.0001508972,0.0006299358,0.000631272,0.0001756158,0.0001206228],"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":[0.0001111926,0.0007626851,0.0006614557,0.002067933,0.0009767053,0.00002124929,0.004845155,0.1059228,0.8461457,0.03631431,0.0004534892,0.001717365],"study_design_scores_gemma":[0.004204084,0.0001512718,0.00242989,0.0003826576,0.0002557652,0.00007792708,0.0009636001,0.7534783,0.1718658,0.06529184,0.0001437894,0.0007550427],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9371148,0.0002131727,0.05748452,0.00003194296,0.0002797338,0.0002270963,0.00002190833,0.00003670055,0.00459007],"genre_scores_gemma":[0.8641505,0.00009055343,0.1356469,0.000008399638,0.00002256446,0.000001995542,0.000001316594,0.00004766978,0.00003014952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6742799,"threshold_uncertainty_score":0.8122898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02492515696390597,"score_gpt":0.2615670010966042,"score_spread":0.2366418441326983,"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."}}