{"id":"W4416894008","doi":"10.1002/app.70106","title":"Eco‐Friendly Hollow Fiber Nanofiltration Membranes for Efficient Water Desalination","year":2025,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Nanofiltration; Membrane; Desalination; Polyvinylpyrrolidone; Ultrafiltration (renal); Extrusion; Hollow fiber membrane; Spinning; Thermal stability","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":[0.0002341316,0.0002886835,0.0001884297,0.0001945078,0.0001619638,0.0002167368,0.0001313241,0.0004168738,0.0004557784],"category_scores_gemma":[0.0001343986,0.0001164878,0.0003326366,0.0001126743,0.000122911,0.0004723062,0.000214552,0.0002894831,0.0002223672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002663552,"about_ca_system_score_gemma":0.0001934008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004118149,"about_ca_topic_score_gemma":0.0009056035,"domain_scores_codex":[0.9998702,0.00002028765,0.000009047379,0.00001988425,0.00005526105,0.0000252697],"domain_scores_gemma":[0.9999309,0.00001031744,0.00002222715,0.000004050097,0.00002430019,0.000008253457],"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":[0.00001064475,0.000008265954,0.00005097524,0.00004405279,0.00000474519,0.00003099642,0.000005144159,0.0002146882,0.9973085,0.0001065849,0.00004479105,0.002170571],"study_design_scores_gemma":[0.000004969754,0.0000755355,0.0007451898,0.000006654059,0.000009432438,0.0001021391,0.00001250416,0.002452244,0.9932053,0.00009358717,0.003284758,0.000007539634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9524408,0.006433719,0.03762218,0.0003764882,0.00009974755,0.00004513295,0.0002177073,0.0002396807,0.002524601],"genre_scores_gemma":[0.9801246,0.00196856,0.01590789,0.00008945922,0.00002149066,0.00001990309,0.00009848354,0.00002334594,0.00174633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004557784,"threshold_uncertainty_score":0.001932561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006849380018130297,"score_gpt":0.246341538875262,"score_spread":0.2394921588571317,"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."}}