{"id":"W4286250313","doi":"10.1016/j.apsusc.2022.154308","title":"Chlorotrimethylsilane treatment affords long-lasting contaminant-proof and transparent slippery covalently attached liquids surfaces","year":2022,"lang":"en","type":"article","venue":"Applied Surface Science","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Alberta","funders":"","keywords":"Lubricant; Materials science; Fouling; Adhesion; Biofouling; Adhesive; Covalent bond; Porosity; Nanotechnology; Surface tension; Drag; Chemical engineering; Composite material; Layer (electronics); Chemistry; Membrane; Organic chemistry","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","sts"],"consensus_categories":[],"category_scores_codex":[0.002414368,0.0004065958,0.0005292327,0.0001410416,0.002028047,0.0002451007,0.0008318418,0.00006454211,0.0009115141],"category_scores_gemma":[0.00004409838,0.00036421,0.00007711161,0.0009756763,0.001102251,0.0003221675,0.0003410554,0.000214475,0.00008198224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005026663,"about_ca_system_score_gemma":0.0004331971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000386912,"about_ca_topic_score_gemma":0.00006779203,"domain_scores_codex":[0.9958052,0.0001676027,0.0005484803,0.001294128,0.001255722,0.00092889],"domain_scores_gemma":[0.9984465,0.0002531642,0.0001915718,0.0006632539,0.000102809,0.000342711],"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":[0.0001454615,0.0002341008,0.007900906,0.00002004045,0.000008377738,0.00001091009,0.002325128,0.02665316,0.9613276,0.0003246,0.00002223629,0.001027475],"study_design_scores_gemma":[0.001366453,0.0004546461,0.01393404,0.00001033016,0.00003620216,0.00003302443,0.002419741,0.007255815,0.9728057,0.00003380005,0.001078488,0.0005717769],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951269,0.0006895819,0.000903762,0.0003070882,0.0006681632,0.0008971714,0.0001000718,0.0001981084,0.001109173],"genre_scores_gemma":[0.9972839,0.00005726434,0.001720038,0.000130976,0.00002709819,0.0001309986,0.00001705335,0.00003175455,0.0006008922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01939734,"threshold_uncertainty_score":0.999881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0420019205584358,"score_gpt":0.2797291975022699,"score_spread":0.2377272769438341,"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."}}