{"id":"W4282039366","doi":"10.1016/j.jcis.2022.06.038","title":"Mussel-inspired polyethylene glycol coating for constructing antifouling membrane for water purification","year":2022,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Biofouling; Coating; Quartz crystal microbalance; Polyethylene glycol; Chemical engineering; Ethylene glycol; PEG ratio; Materials science; Adhesion; Emulsion; Polymer; Membrane; Layer (electronics); Surface modification; Chemistry; Nanotechnology; Composite material; Organic chemistry; Adsorption","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":[0.002816156,0.0001291878,0.0002953007,0.0002242939,0.001275577,0.0002584705,0.0004320472,0.00002094906,0.00007799656],"category_scores_gemma":[0.0006372083,0.00009958413,0.0000837527,0.0002275755,0.0003386824,0.0008705095,0.0002006697,0.0001463941,0.000001899564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001406603,"about_ca_system_score_gemma":0.0001759492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009330853,"about_ca_topic_score_gemma":0.000002319567,"domain_scores_codex":[0.9981775,0.00005463148,0.0006387673,0.0002815778,0.0004729096,0.0003745662],"domain_scores_gemma":[0.9983075,0.0003548853,0.0005906709,0.0001230475,0.0005309875,0.00009290862],"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":[0.0002272524,0.00002608068,0.00009829059,0.0000299591,0.000009731539,2.52394e-7,0.001827548,0.0006342643,0.9964805,0.00006543142,0.00009653508,0.0005041388],"study_design_scores_gemma":[0.0006989286,0.0004202277,0.00002239102,0.00004817406,0.00002334773,0.0001555364,0.007782203,0.001548615,0.9831774,0.00008478295,0.005908547,0.0001298515],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863858,0.000441911,0.008873476,0.00111092,0.002643235,0.0003742072,0.00003441766,0.00001940033,0.000116663],"genre_scores_gemma":[0.988158,0.00001308473,0.01127683,0.0001281927,0.000109926,0.00004081714,4.33521e-7,0.00001144619,0.0002612938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01330312,"threshold_uncertainty_score":0.9810834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02337122836286866,"score_gpt":0.302713289656512,"score_spread":0.2793420612936433,"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."}}