{"id":"W4392151408","doi":"10.1088/2515-7655/ad2cf2","title":"2024 roadmap on membrane desalination technology at the water-energy nexus","year":2024,"lang":"en","type":"article","venue":"Journal of Physics Energy","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bureau of Reclamation; Agencia Nacional de Investigación y Desarrollo; Tamkeen; Ministero degli Affari Esteri e della Cooperazione Internazionale; New York University Abu Dhabi; Kuwait University; York University","keywords":"Desalination; Nexus (standard); Water desalination; Environmental science; Water-energy nexus; Business; Membrane; Engineering; Chemistry","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":[0.003933075,0.001687506,0.0007237345,0.002383258,0.0005667055,0.002348981,0.001589494,0.005148066,0.05868477],"category_scores_gemma":[0.002695572,0.0004247413,0.001191888,0.001699924,0.0007881761,0.004125179,0.003259003,0.002223113,0.02531009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002033193,"about_ca_system_score_gemma":0.009266223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003146929,"about_ca_topic_score_gemma":0.002704103,"domain_scores_codex":[0.9989523,0.0001958171,0.00007090822,0.00009867999,0.0004067672,0.0002755414],"domain_scores_gemma":[0.9978528,0.0003899673,0.0001656295,0.00009678753,0.001002173,0.0004927263],"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":[0.0004218364,0.0004351253,0.0004784692,0.007118196,0.00005817894,0.0005625894,0.00007767047,0.006425939,0.02019222,0.0649038,0.3018361,0.5974898],"study_design_scores_gemma":[0.00003258855,0.0004058901,0.0009217283,0.00104426,0.00002620055,0.0001408823,0.00007479539,0.001840126,0.002345157,0.01116913,0.9819714,0.00002779631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.01621008,0.2359082,0.06046518,0.09466082,0.02254202,0.001207034,0.01097601,0.004047536,0.5539832],"genre_scores_gemma":[0.1159035,0.4954498,0.1485205,0.02434674,0.004897677,0.001670361,0.02951867,0.0008856368,0.1788071],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05868477,"threshold_uncertainty_score":0.1963201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009594285730591387,"score_gpt":0.2320984327338557,"score_spread":0.2225041470032644,"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."}}