{"id":"W2884447033","doi":"10.1134/s0965545x18040016","title":"Aquaporin-Based Biomimetic and Bioinspired Membranes for New Frontiers in Sustainable Water Treatment Technology: Approaches and Challenges","year":2018,"lang":"en","type":"article","venue":"Polymer Science Series A","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Membrane; Aquaporin; Desalination; Biochemical engineering; Reverse osmosis; Biofouling; Water treatment; Nanotechnology; Materials science; Engineering; Environmental engineering; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002972585,0.0001832244,0.0002020316,0.0003750864,0.0003616264,0.00007926226,0.0002926228,0.00009400118,0.00003032405],"category_scores_gemma":[0.0000454146,0.0001283549,0.00001804984,0.0005969274,0.003889299,0.0006940195,0.0002182216,0.00003549764,0.000007797586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001158122,"about_ca_system_score_gemma":0.00005700577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003359185,"about_ca_topic_score_gemma":0.0001975179,"domain_scores_codex":[0.9984434,0.00001272968,0.0001628157,0.000598714,0.0001571308,0.0006251609],"domain_scores_gemma":[0.9995201,0.00001585044,0.00004359183,0.0003156019,0.00001028969,0.00009453213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005581124,0.0003428574,0.03450625,0.0003845801,0.00003982891,0.00002138544,0.009644646,0.00003618534,0.396309,0.02473902,0.0002341198,0.533184],"study_design_scores_gemma":[0.0005855603,0.000643417,0.0006204559,0.000006119744,0.000009343057,0.000007138957,0.005226915,0.0009049072,0.9801866,0.002783675,0.008830257,0.0001956577],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649352,0.007553357,0.000464099,0.02505166,0.0001119166,0.0007652999,0.000002440938,0.0001956439,0.0009203464],"genre_scores_gemma":[0.9905984,0.0005870818,0.007078559,0.00005443093,0.00001559269,0.0001147832,0.000001188226,0.00001130203,0.001538596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5838776,"threshold_uncertainty_score":0.9988216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03144952652098112,"score_gpt":0.2320570747089185,"score_spread":0.2006075481879373,"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."}}