{"id":"W4408270616","doi":"10.1016/j.jobe.2025.112318","title":"Magnetic field-enhanced electrodialysis regeneration of deep eutectic solvent as a greener desiccant for air dehumidification","year":2025,"lang":"en","type":"article","venue":"Journal of Building Engineering","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Desiccant; Deep eutectic solvent; Electrodialysis; Materials science; Eutectic system; Solvent; Environmental science; Waste management; Process engineering; Chemical engineering; Engineering; Chemistry; Membrane; Composite material; Organic chemistry","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":[0.0003636956,0.0001375304,0.0002816256,0.0005385182,0.00003250849,0.00002191384,0.0001509676,0.00009028496,0.00001164716],"category_scores_gemma":[0.0002497169,0.0001431011,0.0001504489,0.0003590046,0.00000586126,0.0001551246,0.000008665998,0.0001563557,4.09361e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001546516,"about_ca_system_score_gemma":0.00004370102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003850496,"about_ca_topic_score_gemma":0.000003266417,"domain_scores_codex":[0.9989309,0.00001595821,0.0006198756,0.0001023446,0.0001667797,0.0001641948],"domain_scores_gemma":[0.9992345,0.0001602748,0.0001630582,0.0001650885,0.0002326469,0.00004443293],"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":[0.00002084032,0.000008978273,0.00000323212,0.0001457942,0.00004281765,5.288123e-7,0.00003541387,0.3594933,0.6332297,0.0006602285,0.0001544257,0.006204736],"study_design_scores_gemma":[0.000251364,0.0001647309,0.00002883181,0.0001259118,0.00007014724,0.000006832224,0.000006180725,0.2050158,0.7934361,0.0003484614,0.0004524005,0.00009330206],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2011837,0.0009142219,0.7972298,0.0001000921,0.0002683167,0.0001563077,6.610648e-7,0.00008901706,0.00005784037],"genre_scores_gemma":[0.9439435,0.0001614144,0.05565402,0.00003389569,0.00011881,0.00003631171,0.000001937191,0.00002381548,0.00002628821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7427598,"threshold_uncertainty_score":0.5835493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005595760604864782,"score_gpt":0.2427387559263389,"score_spread":0.2371429953214741,"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."}}