{"id":"W3054681821","doi":"10.1016/j.jmatprotec.2020.116883","title":"Icephobicity and durability assessment of superhydrophobic surfaces: The role of surface roughness and the ice adhesion measurement technique","year":2020,"lang":"en","type":"article","venue":"Journal of Materials Processing Technology","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Composite material; Contact angle; Wetting; Silicone rubber; Durability; Adhesion; Surface roughness; Surface finish; Icing; Natural rubber","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005303727,0.0002128608,0.0007983382,0.00007308885,0.0002107259,0.00008206518,0.0006306091,0.0001985255,0.00004669339],"category_scores_gemma":[0.0006918784,0.000116767,0.00006001864,0.0003561995,0.001334852,0.0002326321,0.0002604733,0.000271497,6.969763e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005892037,"about_ca_system_score_gemma":0.0002580979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008877747,"about_ca_topic_score_gemma":0.000005041783,"domain_scores_codex":[0.9971152,0.0006075783,0.001165536,0.0002844811,0.000611252,0.0002159833],"domain_scores_gemma":[0.9973109,0.0001792887,0.001177956,0.0003330297,0.0009339176,0.0000649287],"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":[0.000334094,0.00007921294,0.001408922,0.0002620926,0.00001586978,0.000001353596,0.0007670724,0.00009856617,0.9963104,0.0003691332,0.000006415798,0.0003468717],"study_design_scores_gemma":[0.0008619064,0.0002090257,0.001974953,0.0001508447,0.00006944947,0.00006100871,0.001591624,0.0006185195,0.9917955,0.002440893,0.0001108991,0.00011531],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907114,0.002283904,0.001084232,0.005253943,0.000101977,0.0004857978,0.00001408783,0.0000410493,0.00002362273],"genre_scores_gemma":[0.9950197,0.0002758715,0.004566676,0.00008487617,0.00002332277,0.0000124409,3.469229e-7,0.00001580373,9.210053e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005169067,"threshold_uncertainty_score":0.4918317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02238721202149919,"score_gpt":0.2603811818264102,"score_spread":0.237993969804911,"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."}}