{"id":"W4404754777","doi":"10.1021/acsami.4c16080","title":"One-Pot Fabrication of Highly Flexible Fluorine-Free Lubricant-Infused Poly(vinyl alcohol) Films with Superior Antifouling Properties","year":2024,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Materials science; Lubricant; Biofouling; Vinyl alcohol; Fabrication; Fluorine; Alcohol; Chemical engineering; Polymer chemistry; Polymer science; Organic chemistry; Composite material; Nanotechnology; Polymer; Membrane; Metallurgy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005229688,0.0004931889,0.0008460462,0.0002678013,0.0002027063,0.0006894481,0.000847728,0.0001310319,0.0009306064],"category_scores_gemma":[0.0000938426,0.0003870486,0.00003857444,0.000377306,0.000412318,0.0008293586,0.000557975,0.0001562153,0.0005730779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009538159,"about_ca_system_score_gemma":0.0001338464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008300777,"about_ca_topic_score_gemma":0.00003794207,"domain_scores_codex":[0.9968014,0.00008972116,0.0009993084,0.0008590936,0.0006308926,0.0006195401],"domain_scores_gemma":[0.9983078,0.0001657204,0.0003506851,0.0008645259,0.0002275126,0.00008378444],"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":[0.0006028347,0.00009404351,0.00003361405,0.0004489924,0.0001715037,0.000004660194,0.001820421,0.00004560753,0.994678,0.0006039009,0.000769203,0.0007272332],"study_design_scores_gemma":[0.0004784816,0.0001928668,0.0001330792,0.0005609517,0.0001264431,0.00001365403,0.001183739,0.000007840757,0.9961976,0.0001256755,0.0005045489,0.0004751406],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926867,0.001958761,0.0002037677,0.0005786664,0.001743261,0.0006381829,0.000301755,0.0007273933,0.001161531],"genre_scores_gemma":[0.9960312,0.0001629509,0.00226926,0.00007640687,0.0002040154,0.0002905952,0.00001987647,0.0001002366,0.0008454402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003344537,"threshold_uncertainty_score":0.9999827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03274351765779999,"score_gpt":0.2589641958756894,"score_spread":0.2262206782178894,"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."}}