{"id":"W4383743541","doi":"10.1016/j.cej.2023.144726","title":"Durable and comfortable superoleophobic fabrics utilizing ultra-short-chain fluorinated surface chemistry","year":2023,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Calgary","funders":"","keywords":"Contact angle; Hexadecane; Materials science; Textile; Cyanoacrylate; Composite material; Fouling; Biofouling; Octane; Chemical engineering; Viscose; Decane; Adhesive; Chemistry; Organic chemistry; Layer (electronics); Membrane","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001260239,0.0004119629,0.0001506503,0.0001968602,0.0001557109,0.0002497118,0.0001972053,0.0002852915,0.0009998755],"category_scores_gemma":[0.0001318069,0.0001880348,0.0002219025,0.0001159387,0.0001423488,0.0003444153,0.0002570224,0.0003772389,0.0003812192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001616071,"about_ca_system_score_gemma":0.0001233641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002452677,"about_ca_topic_score_gemma":0.0008842638,"domain_scores_codex":[0.9998906,0.000008447423,0.000005795313,0.00002197645,0.00003309789,0.00004001581],"domain_scores_gemma":[0.9999015,0.00001127956,0.00003589614,0.00001192214,0.00001556208,0.00002370475],"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":[0.00002355299,0.00000723771,0.00006211153,0.0000170737,0.00000260792,0.00004095393,0.000008456836,0.00005539164,0.9979925,0.0001117805,0.00004590202,0.001632424],"study_design_scores_gemma":[0.000003516871,0.00009724113,0.0008372223,0.000001587082,0.000004633353,0.0001302489,0.000007375493,0.0005662447,0.9971058,0.00003196264,0.001209092,0.000005008402],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726756,0.001096303,0.02121408,0.0001076716,0.00008512174,0.00003726717,0.0002527472,0.0003220891,0.004209064],"genre_scores_gemma":[0.9877131,0.0004494063,0.007964426,0.00006836678,0.00002488675,0.00001505789,0.0002213631,0.00004138343,0.003501992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009998755,"threshold_uncertainty_score":0.003344893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01728079224315068,"score_gpt":0.2210699450416073,"score_spread":0.2037891527984566,"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."}}