{"id":"W3216344517","doi":"10.1002/admi.202101402","title":"Metallic Plate Buckling As a Low Adhesion Mechanism for Durable and Scalable Icephobic Surface Design","year":2021,"lang":"en","type":"article","venue":"Advanced Materials Interfaces","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Toronto; University of New Brunswick; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Materials science; Icing; Buckling; Composite material; Durability; Adhesion; Elastomer; Wind tunnel; Icing conditions; Aerospace engineering; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00007117616,0.0002554622,0.0001329291,0.0001640459,0.0001499696,0.0002317202,0.000366797,0.0002900665,0.001185618],"category_scores_gemma":[0.0001091028,0.0001956443,0.0001415197,0.00008473764,0.0001657559,0.0001701121,0.0002765028,0.0002968656,0.0006478272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000256706,"about_ca_system_score_gemma":0.0001300194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004783976,"about_ca_topic_score_gemma":0.001105954,"domain_scores_codex":[0.9999049,0.000005015818,0.000003831107,0.00001675221,0.0000460602,0.00002352857],"domain_scores_gemma":[0.9999267,0.000006690049,0.00001852397,0.00001247416,0.00002155949,0.0000140417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000100221,0.000008375054,0.0001025888,0.00003035079,0.000003036363,0.00004996904,0.00001262071,0.0007762075,0.9968058,0.000172172,0.0001275887,0.001901349],"study_design_scores_gemma":[0.000009663494,0.0002323496,0.001340907,0.00000582408,0.000006213208,0.0001343824,0.00002307047,0.0136594,0.9796611,0.0001043558,0.004813897,0.000008782389],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577716,0.0007345138,0.03121578,0.0001386735,0.0000786175,0.00008994504,0.0001639511,0.0004500942,0.009356833],"genre_scores_gemma":[0.9824557,0.0002163156,0.01393102,0.00004376992,0.000008666101,0.00003877193,0.00009341171,0.00003156188,0.003180756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001185618,"threshold_uncertainty_score":0.003966331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02617925602817071,"score_gpt":0.2701777618781403,"score_spread":0.2439985058499696,"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."}}