{"id":"W4412980528","doi":"10.1016/j.seppur.2025.134577","title":"Innovative crosslinking strategies for integrally skinned asymmetric membranes in organic solvent nanofiltration: A review of recent advances","year":2025,"lang":"en","type":"review","venue":"Separation and Purification Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"BP (Canada); University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Nanofiltration; Integrally closed; Membrane; Organic solvent; Polymer science; Chemistry; Chemical engineering; Materials science; Polymer chemistry; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007645036,0.0004206874,0.001336519,0.001786567,0.0001334621,0.00005221248,0.0005605019,0.0006604533,0.0004022557],"category_scores_gemma":[0.001061832,0.0003724382,0.00011306,0.009560049,0.000408659,0.0004331552,0.0001336131,0.0003640745,0.00002307347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001826952,"about_ca_system_score_gemma":0.0003497117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005518104,"about_ca_topic_score_gemma":0.00009761217,"domain_scores_codex":[0.9969644,0.0001475648,0.001612616,0.000747069,0.00025325,0.0002751214],"domain_scores_gemma":[0.997581,0.0002879249,0.00129737,0.0005815623,0.0002262437,0.00002589348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009535351,0.0000712696,0.00001235077,0.03396132,0.00002576597,4.712242e-7,0.00004723332,0.000006037137,0.0001264101,0.01949237,0.000520902,0.9457263],"study_design_scores_gemma":[0.0002449809,0.0001344563,0.000007327053,0.01208608,0.00009879706,0.000009773256,0.0002227517,0.00002763415,0.001254839,0.007194896,0.97838,0.0003384289],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009326753,0.9847055,0.007344156,0.0009109459,0.0001454393,0.003100484,0.00003522226,0.000193357,0.003555537],"genre_scores_gemma":[0.0001071964,0.9946023,0.003070181,0.0001198847,0.000012968,0.001423135,0.0003856813,0.00002149996,0.000257136],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9778591,"threshold_uncertainty_score":0.9998727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03177929414399867,"score_gpt":0.3587415044671718,"score_spread":0.3269622103231732,"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."}}