{"id":"W4388138361","doi":"10.1016/j.mtchem.2023.101786","title":"Durable water- and oil-repellent textiles without long- or short-chain perfluoroalkylated substances","year":2023,"lang":"en","type":"article","venue":"Materials Today Chemistry","topic":"Per- and polyfluoroalkyl substances research","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Abrasion (mechanical); Coating; Materials science; Carbon chain; Water repellent; Pulp and paper industry; Bioaccumulation; Waste management; Environmental science; Composite material; Chemical engineering; Environmental chemistry; Chemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006072341,0.0003299315,0.0003754542,0.00002450515,0.0002800813,0.0002011146,0.0003967606,0.0001923046,0.02561008],"category_scores_gemma":[0.00003646712,0.0002250064,0.00004608594,0.0002403988,0.0003605672,0.0002196177,0.0003687047,0.0001462125,0.0009289579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001139524,"about_ca_system_score_gemma":0.0000218916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002310112,"about_ca_topic_score_gemma":0.0001281935,"domain_scores_codex":[0.9974387,0.00006950434,0.0004067504,0.0006710997,0.0005376429,0.0008762464],"domain_scores_gemma":[0.9991754,0.00004933709,0.00005157556,0.0004457155,0.0000149301,0.000263025],"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":[0.0001742854,0.0000382753,0.01210074,0.0001657478,0.00001883599,0.0001158195,0.0005337059,0.00005688144,0.9745695,5.55896e-7,0.002196088,0.01002957],"study_design_scores_gemma":[0.0003301222,0.00002763508,0.005085491,0.00005730016,0.00001215635,0.00004104893,0.0002722502,0.0001613212,0.9818338,0.00004212803,0.01176565,0.0003711609],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907646,0.0009570055,0.000001947237,0.0002983389,0.0001528066,0.0001326953,0.00008517087,0.0002274013,0.007380095],"genre_scores_gemma":[0.9570948,0.002370324,0.0000399402,0.00003581556,0.0001222325,0.00007462309,0.0001879006,0.0000443219,0.04003001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03366971,"threshold_uncertainty_score":0.999849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825171794109191,"score_gpt":0.2627872580830453,"score_spread":0.2445355401419534,"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."}}