{"id":"W3016416184","doi":"10.1140/epje/i2020-11946-y","title":"The emergence of local wrinkling or global buckling in thin freestanding bilayer films","year":2020,"lang":"en","type":"article","venue":"The European Physical Journal E","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Buckling; Materials science; Bilayer; Elastomer; Composite material; Substrate (aquarium); Stiffness; Bending; Wrinkle; Layer (electronics); Bending stiffness; Instability; Stretchable electronics; Mechanics; Membrane; Chemistry","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":[0.0003826166,0.0001106123,0.0001484097,0.00000713485,0.0001161117,0.00004135053,0.0003582063,0.00001156635,0.00001148375],"category_scores_gemma":[0.00006251228,0.00005616969,0.00006112394,0.0001834375,0.00003860956,0.00008629871,0.00007796835,0.0003005923,0.0000180344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001919529,"about_ca_system_score_gemma":0.00001167807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001620351,"about_ca_topic_score_gemma":0.000001957002,"domain_scores_codex":[0.9991428,0.0001184826,0.0002752102,0.00008019878,0.0001660633,0.0002172466],"domain_scores_gemma":[0.9996378,0.00007687745,0.00006847776,0.0001125362,0.00002301349,0.00008125035],"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":[0.0001346824,0.00002653977,0.000006360994,0.00004753453,0.00004100125,0.0001073838,0.001514897,0.7170407,0.2326551,0.004359558,0.0008758495,0.04319036],"study_design_scores_gemma":[0.002385964,0.0006681738,0.0004731252,0.0008730269,0.0001257099,0.0002591247,0.01071412,0.7606977,0.1684624,0.04168362,0.01252362,0.001133462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6619623,0.000881864,0.3213559,0.0007835171,0.001449641,0.0002029893,0.00002003712,0.0001710012,0.01317269],"genre_scores_gemma":[0.998543,0.000288686,0.0004015001,0.00004934414,0.0006845734,4.660066e-7,1.942579e-7,0.00002583658,0.000006402593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3365806,"threshold_uncertainty_score":0.2290533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02108578088851044,"score_gpt":0.2455267213124938,"score_spread":0.2244409404239834,"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."}}