{"id":"W4400268997","doi":"10.1016/j.jece.2024.113467","title":"Molecular heterostructured interlayer for fabrication of high-performance thin film composite reverse osmosis membranes","year":2024,"lang":"en","type":"article","venue":"Journal of environmental chemical engineering","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Reverse osmosis; Fabrication; Thin-film composite membrane; Membrane; Materials science; Composite number; Chemical engineering; Thin film; Composite material; Nanotechnology; Chemistry; Engineering; Medicine","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":[0.0001129112,0.0001413184,0.0002071919,0.00006767023,0.00001597049,0.00001665926,0.0002380479,0.00008800018,0.0001816649],"category_scores_gemma":[0.00003441277,0.0001248098,0.0001132921,0.000104811,0.0000768283,0.0002847516,0.00008844116,0.0001868644,0.00001028892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000186033,"about_ca_system_score_gemma":0.000002900773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002054845,"about_ca_topic_score_gemma":4.374989e-8,"domain_scores_codex":[0.9990262,0.000006696161,0.0004106728,0.0001541747,0.000260517,0.0001416981],"domain_scores_gemma":[0.9996188,0.000055144,0.0001308538,0.0001394625,0.000003834012,0.00005185243],"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":[0.00002463194,0.00001982678,0.0001384512,0.00009061583,0.00002979236,0.000003243095,0.00005490773,0.1294497,0.8684866,0.00001092187,0.0001134823,0.001577796],"study_design_scores_gemma":[0.000208764,0.00007689926,0.001160564,0.00007597002,0.000032597,0.0000411638,0.00001918114,0.06092819,0.936766,0.000061185,0.0005130537,0.0001163906],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923868,0.0003011436,0.006840366,0.00008874507,0.0001928107,0.0001165322,0.00001589416,0.00003409099,0.00002364568],"genre_scores_gemma":[0.9889072,0.00007043952,0.01090538,0.00002894716,0.00003283775,0.000006669793,0.000007533939,0.00002102227,0.00001998341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06852154,"threshold_uncertainty_score":0.5089598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00448436081855013,"score_gpt":0.192029737471793,"score_spread":0.1875453766532429,"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."}}