{"id":"W4410206197","doi":"10.1021/acs.langmuir.5c00384","title":"Self-Similar Superhydrophobic Whisker-Based Coatings with High Impact and Abrasion Resistance","year":2025,"lang":"en","type":"article","venue":"Langmuir","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"National Natural Science Foundation of China","keywords":"Whisker; Abrasion (mechanical); Materials science; Composite material; Sandpaper; Superhydrophobic coating; Nanotechnology; Coating","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":[0.0002542906,0.0001846494,0.0002369048,0.00008753857,0.0002437748,0.0001071954,0.0001736353,0.00008286844,0.000284197],"category_scores_gemma":[0.00002823941,0.0001344112,0.00003720687,0.0003145115,0.0001064228,0.0001305168,0.00003681582,0.0001004912,0.00007342207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008852975,"about_ca_system_score_gemma":0.0001028687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002270548,"about_ca_topic_score_gemma":0.0001180212,"domain_scores_codex":[0.9988392,0.00009714946,0.0001903843,0.0003879323,0.0002185,0.0002668348],"domain_scores_gemma":[0.9993525,0.00009647547,0.00005635492,0.0003350145,0.00008037034,0.00007925413],"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":[0.0002957826,0.0001462131,0.01902009,0.0001823278,0.00001462292,0.00002125637,0.0007394238,0.0001261898,0.9749529,0.0005314871,0.003872685,0.00009706586],"study_design_scores_gemma":[0.003312093,0.000225371,0.1493416,0.0002292106,0.00008925605,0.000008279543,0.0003059267,0.002392065,0.8183089,0.0005503299,0.02445792,0.0007790092],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959569,0.0002920185,0.0004733025,0.001150837,0.0000885117,0.0002136298,0.00004210625,0.0002583105,0.001524411],"genre_scores_gemma":[0.9930173,0.00001352776,0.00560715,0.0005801922,0.00001961562,0.00002134532,0.00002059341,0.00001662573,0.000703676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1566439,"threshold_uncertainty_score":0.5481128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006542930528819237,"score_gpt":0.2369548218751523,"score_spread":0.2304118913463331,"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."}}