{"id":"W4400658579","doi":"10.15251/djnb.2024.193.1033","title":"A robust superhydrophobic coating of SER/ ZnO/MWCNTs with high corrosion resistance was prepared by one-step spraying method","year":2024,"lang":"en","type":"article","venue":"Digest Journal of Nanomaterials and Biostructures","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Materials science; Corrosion; Coating; Composite material; Superhydrophobic coating; Metallurgy","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":[0.000960884,0.0002744832,0.0006642026,0.0001414979,0.00018534,0.0003851371,0.0002741788,0.0001383393,0.000257554],"category_scores_gemma":[0.0001003339,0.0001827501,0.00007927619,0.0002178638,0.0001754395,0.0003971569,0.00006859181,0.0001145324,0.000002698382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005300825,"about_ca_system_score_gemma":0.0001334743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001123852,"about_ca_topic_score_gemma":0.00002012497,"domain_scores_codex":[0.9976702,0.0002929903,0.0008859657,0.0003749079,0.0004856105,0.0002903014],"domain_scores_gemma":[0.9986939,0.0002087795,0.0004950375,0.0002337923,0.0002275567,0.0001409422],"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":[0.000538816,0.00003567062,0.0004395556,0.0002796198,0.00002412551,0.00003547313,0.0006536447,0.0001896751,0.9972232,0.0001583352,0.0003092311,0.0001126269],"study_design_scores_gemma":[0.0005759721,0.0002612706,0.001678054,0.0006382907,0.00007335755,0.0002232157,0.0002430377,0.00008933627,0.9951537,0.0001394667,0.0006896139,0.0002346315],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949112,0.002248544,0.001204535,0.0001869252,0.000921346,0.0002023222,0.0002316317,0.00004275174,0.00005073815],"genre_scores_gemma":[0.9788357,0.000239731,0.02063303,0.00004573341,0.0001202513,0.00000327728,0.00001405347,0.00003252028,0.00007569871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01942849,"threshold_uncertainty_score":0.7452335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666994264112696,"score_gpt":0.2441396902665898,"score_spread":0.2274697476254628,"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."}}