{"id":"W4390876940","doi":"10.1007/s11783-024-1811-8","title":"Jellyfish-inspired alginate composite hydrogel filter prepared by macro-micro double bionic strategy for efficient water purification","year":2024,"lang":"en","type":"article","venue":"Frontiers of Environmental Science & Engineering","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Self-healing hydrogels; Materials science; Chemical engineering; Biofouling; Polyvinyl alcohol; Coating; Nanocomposite; Polymer; Fouling; Composite number; Porosity; Nanotechnology; Composite material; Membrane; Chemistry; Polymer chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001279657,0.0003270008,0.0002236397,0.000189035,0.000175782,0.0002795303,0.000173557,0.0004073746,0.0006557285],"category_scores_gemma":[0.0001074593,0.000133047,0.0002770572,0.0001221659,0.0001485614,0.00046452,0.0002818918,0.0003920236,0.0001869436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000248065,"about_ca_system_score_gemma":0.0002629809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000721372,"about_ca_topic_score_gemma":0.001361217,"domain_scores_codex":[0.999915,0.000004311476,0.000005626991,0.00002263743,0.00002576113,0.00002674889],"domain_scores_gemma":[0.9999173,0.00001117551,0.00002858765,0.000004829068,0.00001695275,0.00002118092],"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":[0.00001720981,0.000006680357,0.00004862704,0.00002329027,0.000002155402,0.0000253925,0.000009193966,0.0000519243,0.9983181,0.00007996405,0.00003424562,0.001383243],"study_design_scores_gemma":[0.000003716498,0.00005361451,0.0003928642,0.000002042125,0.00000650375,0.000052424,0.000009285945,0.0007753567,0.9978897,0.00001692097,0.0007916486,0.000005954816],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684809,0.001600138,0.02709334,0.0002394463,0.0001077391,0.00003363503,0.0001289033,0.0001989642,0.002116886],"genre_scores_gemma":[0.9868131,0.0004832359,0.009406975,0.0001009388,0.00001669436,0.00002172446,0.00005816208,0.00002073267,0.003078441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000721372,"threshold_uncertainty_score":0.002193689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006679817526527907,"score_gpt":0.2029991534666962,"score_spread":0.1963193359401683,"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."}}