{"id":"W4416596445","doi":"10.3390/membranes15120350","title":"A Paradigm Shift in End-of-Life Membrane Recycling: From Conventional to Emerging Techniques","year":2025,"lang":"en","type":"article","venue":"Membranes","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agencia Estatal de Investigación; Tamkeen; European Regional Development Fund; York University; New York University Abu Dhabi","keywords":"Reuse; Sustainability; Paradigm shift; Membrane; Depolymerization; Incineration; Polymeric membrane","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005542711,0.0007170741,0.001150619,0.001335885,0.0008609327,0.003378168,0.001646757,0.002390142,0.001467798],"category_scores_gemma":[0.001928018,0.0004242075,0.0008206188,0.001112448,0.004385381,0.008829993,0.002454939,0.004404249,0.001000948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002297453,"about_ca_system_score_gemma":0.002455624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005432198,"about_ca_topic_score_gemma":0.0008801725,"domain_scores_codex":[0.9980311,0.0005495571,0.0001360641,0.0003909107,0.0007254548,0.0001668657],"domain_scores_gemma":[0.9986657,0.0006395474,0.0001269685,0.0001225001,0.0003574647,0.00008772631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000171794,0.0002351651,0.0005829498,0.009148917,0.00008746732,0.000469234,0.001329567,0.002651708,0.06100179,0.5446225,0.008719323,0.3709795],"study_design_scores_gemma":[0.00002842238,0.0006044452,0.0005555475,0.002217594,0.00006107402,0.001349897,0.001137824,0.003187719,0.04480988,0.1762537,0.7696707,0.0001232567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01855233,0.7387588,0.1767856,0.03867432,0.001941538,0.00009483208,0.0001084083,0.0002850194,0.0247991],"genre_scores_gemma":[0.1278058,0.7260011,0.1264537,0.009506922,0.001743863,0.0002191831,0.0001405438,0.0001341374,0.007994641],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005542711,"threshold_uncertainty_score":0.02931303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01870458220560341,"score_gpt":0.2861954153930823,"score_spread":0.2674908331874789,"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."}}