{"id":"W3209459916","doi":"10.1016/j.cocis.2021.101534","title":"Superhydrophobic surfaces from sustainable colloidal systems","year":2021,"lang":"en","type":"article","venue":"Current Opinion in Colloid & Interface Science","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Nanotechnology; Materials science; Biofabrication; Nanoparticle; Engineering","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00175715,0.0003698903,0.000511466,0.0003155934,0.0006001713,0.001108536,0.001322353,0.0001169696,0.001226471],"category_scores_gemma":[0.0006380532,0.0003653231,0.00009840959,0.002574483,0.0008724402,0.001224932,0.0006668186,0.0003757538,0.0007010274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008536309,"about_ca_system_score_gemma":0.001658559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312067,"about_ca_topic_score_gemma":0.0000423865,"domain_scores_codex":[0.9950531,0.000338856,0.0008182063,0.001457443,0.001219758,0.00111265],"domain_scores_gemma":[0.9974127,0.000258409,0.0001806465,0.0009674305,0.0008380288,0.0003428163],"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":[0.00004657541,0.0002807501,0.005812988,0.0001099005,0.000003233213,0.000005138861,0.001291561,0.008263026,0.9809825,0.001261287,0.001872871,0.00007010737],"study_design_scores_gemma":[0.00136654,0.00009858686,0.005876174,0.0005510204,0.000009740985,0.00002600085,0.01153449,0.02628912,0.8686011,0.0003433957,0.0843706,0.0009331979],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970786,0.009930726,0.0007538104,0.0002925638,0.01645006,0.0005642448,0.00009435091,0.0001570459,0.0009712246],"genre_scores_gemma":[0.9972798,0.0004665893,0.0003055835,0.00002525164,0.000156147,0.00008974761,0.00002188235,0.00002545429,0.001629507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1123814,"threshold_uncertainty_score":0.9999284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04002374511692731,"score_gpt":0.3266394842264703,"score_spread":0.286615739109543,"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."}}