{"id":"W4385841292","doi":"10.1016/j.cej.2023.145492","title":"Surface nano-engineering of cellulosic textiles for superior biocidal performance and effective bacterial detection","year":2023,"lang":"en","type":"article","venue":"Chemical Engineering Journal","topic":"Carbon and Quantum Dots Applications","field":"Materials Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Materials science; Textile; Antimicrobial; Nanotechnology; Fluorescence; Chemical engineering; Surface engineering; Nanoparticle; Chemistry; Organic chemistry; Composite material","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":[0.0002507304,0.000123933,0.000187083,0.00007435203,0.00006263133,0.00005281421,0.00009845776,0.00007374558,0.00001944699],"category_scores_gemma":[0.000111804,0.0001171842,0.00006269715,0.0001789534,0.00003384995,0.0001098937,0.00004004921,0.0001274708,0.000007043022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004570079,"about_ca_system_score_gemma":0.00001587463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002039911,"about_ca_topic_score_gemma":8.482947e-8,"domain_scores_codex":[0.999266,0.000005446846,0.0002262695,0.0001506679,0.0001125077,0.0002390724],"domain_scores_gemma":[0.9995528,0.0001514813,0.00005535959,0.00008761169,0.00005217912,0.0001005743],"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":[0.00003115613,0.000008075429,0.00001829636,0.0001220987,0.00000735336,4.978642e-7,0.00007957764,0.005391059,0.9935158,0.00003318394,0.00002416132,0.0007686714],"study_design_scores_gemma":[0.0003639926,0.00005139993,0.000982345,0.0000513909,0.00001418263,0.00004698918,0.00001086571,0.08955523,0.9084036,0.000006017374,0.0003932694,0.0001207192],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908351,0.00004326081,0.00834044,0.00002383905,0.0004552423,0.0001738771,0.00001865078,0.0001048558,0.000004685765],"genre_scores_gemma":[0.997485,0.00002549375,0.002167621,0.000002111602,0.0002490688,0.00002997394,0.000004219003,0.00002464081,0.00001186335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08511227,"threshold_uncertainty_score":0.4778633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006170567945763884,"score_gpt":0.2026725313288116,"score_spread":0.1965019633830477,"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."}}