{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000381042,0.0001935152,0.0003540797,0.0002814628,0.0000706464,0.00002476846,0.0005144404,0.0001432777,0.003306604],"category_scores_gemma":[0.0002604648,0.0001936062,0.00008180692,0.0008220291,0.0002008933,0.0001957173,0.0002526969,0.0001700407,0.000181591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008823206,"about_ca_system_score_gemma":0.00004052046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001573503,"about_ca_topic_score_gemma":0.001040568,"domain_scores_codex":[0.9982695,0.0000792278,0.0005792147,0.0004656169,0.0003257969,0.0002806623],"domain_scores_gemma":[0.9991568,0.000217188,0.0001184341,0.0004337866,0.000004771225,0.00006906639],"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":[0.0007406274,0.000878604,0.2294652,0.0004908062,0.0001748744,0.00005367916,0.003065053,0.008645727,0.6269783,0.07098866,0.005799893,0.05271861],"study_design_scores_gemma":[0.0007444336,0.00005524268,0.05134504,0.0002143019,0.00002159229,0.000001098308,0.0002032359,0.000577664,0.8344398,0.04643514,0.0655456,0.0004168535],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697506,0.0002516697,0.00292015,0.009230001,0.0002476043,0.0006230031,0.00002527055,0.0003720111,0.01657969],"genre_scores_gemma":[0.9953113,0.00007951848,0.003472795,0.0005751837,0.00002071877,0.0001082808,0.0000210481,0.00001323067,0.0003979282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2074615,"threshold_uncertainty_score":0.9976045,"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."}}