{"id":"W4388639939","doi":"10.1016/j.matlet.2023.135579","title":"Improving durability and photothermal deicing with prussian blue in ptfe superhydrophobic coating","year":2023,"lang":"en","type":"article","venue":"Materials Letters","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"Natural Science Research of Jiangsu Higher Education Institutions of China; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Prussian blue; Materials science; Coating; Durability; Photothermal therapy; Composite material; Polytetrafluoroethylene; Composite number; Nanoparticle; Cracking; Dispersion (optics); Nanotechnology; Optics","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":[0.001137886,0.0002346873,0.0003481445,0.000154862,0.0001919065,0.0002521406,0.0001869061,0.00007387833,0.0004354769],"category_scores_gemma":[0.00007418479,0.000195049,0.00002315812,0.000316007,0.0001928555,0.0002882899,0.0001031123,0.00009656455,0.0001532639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008917924,"about_ca_system_score_gemma":0.00003538473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001945783,"about_ca_topic_score_gemma":0.0001557177,"domain_scores_codex":[0.9979525,0.0002614754,0.0004373612,0.0005676192,0.0002511611,0.0005298434],"domain_scores_gemma":[0.9993261,0.0001083979,0.0001051139,0.0003468808,0.00002032141,0.0000932628],"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":[0.00007339517,0.00001693565,0.006895443,0.00008769621,0.000002544418,0.00004142778,0.001666932,0.0004438969,0.9906307,0.00001066924,0.00001910237,0.0001112482],"study_design_scores_gemma":[0.0006240031,0.00003165182,0.04348118,0.00005503068,0.000006518235,0.00001766446,0.0004599714,0.0008959459,0.9541224,0.000007116264,0.00002559934,0.0002728936],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976809,0.000008658235,0.000106543,0.001169166,0.0002877033,0.0004079212,0.00002847968,0.0002695812,0.00004102837],"genre_scores_gemma":[0.9984651,0.000003774914,0.0006092594,0.0007197806,0.00005907146,0.00006758075,0.00001379915,0.00004020885,0.00002142184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03658573,"threshold_uncertainty_score":0.7953865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01126701163800618,"score_gpt":0.2132586255146408,"score_spread":0.2019916138766346,"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."}}