{"id":"W4404893415","doi":"10.1016/j.jece.2024.114998","title":"Membrane technologies for sustainable development goals: A critical review of bright horizons","year":2024,"lang":"en","type":"review","venue":"Journal of environmental chemical engineering","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"American University of Sharjah; University of Sharjah","keywords":"New horizons; Sustainable development; Development (topology); Environmental planning; Business; Computer science; Nanotechnology; Environmental science; Engineering; Materials science; Aerospace engineering; Mathematics; Biology; Ecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005707548,0.0005015683,0.001728908,0.0002258885,0.0000376553,0.00002615766,0.0008253073,0.0004127982,0.0003165536],"category_scores_gemma":[0.001052046,0.000380821,0.0006722438,0.0003647452,0.0002757061,0.0002391445,0.0006076245,0.0007470641,0.00006305511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009610032,"about_ca_system_score_gemma":0.00006470832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.304813e-7,"about_ca_topic_score_gemma":2.294363e-8,"domain_scores_codex":[0.9969709,0.00001944112,0.001617503,0.0003700331,0.0005533505,0.0004687727],"domain_scores_gemma":[0.9987202,0.0003194821,0.0004991942,0.0003463744,0.00001255906,0.0001021513],"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":[0.00001881366,0.0004025261,0.000001250168,0.4703135,0.000634813,0.0003031656,0.00004991076,0.0000814311,0.01612683,0.000700876,0.008666025,0.5027008],"study_design_scores_gemma":[0.0001086344,0.00008401709,3.259982e-7,0.03786448,0.0008237441,0.0002290284,0.0000465424,0.00002668962,0.02660585,0.00005783781,0.9337425,0.0004103697],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006639896,0.9981334,0.0006872228,0.00009427642,0.0001170902,0.0006438474,0.00002468015,0.0001050043,0.0001281168],"genre_scores_gemma":[0.0003200893,0.9853112,0.01393715,0.00001127371,0.00004637366,0.0001113376,0.00001297277,0.00007401183,0.0001756232],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9250764,"threshold_uncertainty_score":0.9998644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663621661095034,"score_gpt":0.2742597503121356,"score_spread":0.2576235337011852,"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."}}