{"id":"W3201744094","doi":"10.1016/j.jcis.2021.09.123","title":"Mussel-inspired superhydrophilic membrane constructed on a hydrophilic polymer network for highly efficient oil/water separation","year":2021,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Taishan Scholar Project of Shandong Province; Natural Science Foundation of Shandong Province; Canada Excellence Research Chairs, Government of Canada; National Natural Science Foundation of China; Canada Research Chairs","keywords":"Superhydrophilicity; Membrane; Materials science; Polymer; Chemical engineering; Aqueous solution; Wetting; Organic chemistry; Chemistry; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006734364,0.0003253394,0.0001736703,0.0001646662,0.0001717005,0.000260735,0.0002339789,0.0004457184,0.000471955],"category_scores_gemma":[0.0001020879,0.0001530661,0.0002562404,0.0001032467,0.000153497,0.000309652,0.0004175707,0.0003678039,0.000251624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002149759,"about_ca_system_score_gemma":0.0001610037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004341229,"about_ca_topic_score_gemma":0.00100488,"domain_scores_codex":[0.9999559,0.000004621954,0.000002271657,0.00001201758,0.00001177008,0.00001335939],"domain_scores_gemma":[0.9999504,0.000006116139,0.00001313973,0.000005397051,0.00001101186,0.00001399886],"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":[0.00001541226,0.000007414395,0.00006236837,0.00002630527,0.000004552555,0.00004414868,0.000007229557,0.0001909164,0.9986495,0.0001108843,0.00002795075,0.0008534446],"study_design_scores_gemma":[0.000008028348,0.0001017369,0.001100608,0.000004280777,0.00001722694,0.0001062545,0.00001578269,0.004256694,0.9926892,0.00006350502,0.001624427,0.00001217681],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880323,0.0004599425,0.009542447,0.00008349427,0.00003480546,0.00001558959,0.00007757128,0.0001325477,0.001621111],"genre_scores_gemma":[0.9920736,0.0003155383,0.005109122,0.00004885544,0.000006071179,0.00001821172,0.00006262481,0.00001562722,0.002350507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000471955,"threshold_uncertainty_score":0.001578808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01321899224074651,"score_gpt":0.2694045743135451,"score_spread":0.2561855820727986,"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."}}