{"id":"W2889253485","doi":"10.3390/membranes8030072","title":"Submerged Osmotic Processes: Design and Operation to Mitigate Mass Transfer Limitations","year":2018,"lang":"en","type":"article","venue":"Membranes","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"FP7 People: Marie-Curie Actions; Agència per a la Competitivitat de l’Empresa; Generalitat de Catalunya; European Commission; Canadian Institute for Advanced Research","keywords":"Forward osmosis; Mass transfer; Concentration polarization; Process engineering; Coalescence (physics); Bioreactor; Mechanics; Viscosity; Mechanical engineering; Engineering; Environmental engineering; Environmental science; Materials science; Chemistry; Reverse osmosis; Membrane; Physics","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":[0.0002726644,0.0005132104,0.0003563821,0.0002082539,0.0002323093,0.0005852546,0.0004799023,0.0004748871,0.0006379535],"category_scores_gemma":[0.000187578,0.0001788094,0.0003094831,0.0002177887,0.000169233,0.0005784028,0.0003515198,0.0005121076,0.0004470535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003095858,"about_ca_system_score_gemma":0.0003762704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003217582,"about_ca_topic_score_gemma":0.000513013,"domain_scores_codex":[0.9998685,0.00001086298,0.00001016778,0.00003277915,0.00005486423,0.00002289882],"domain_scores_gemma":[0.9998792,0.00001513004,0.00004552233,0.00001397673,0.00002759208,0.00001858732],"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":[0.00004243476,0.00002396922,0.0001275052,0.000118696,0.000003729215,0.00002338797,0.00001774948,0.0009208504,0.9913946,0.0001707489,0.00005093677,0.007105402],"study_design_scores_gemma":[0.0000111902,0.0003283386,0.001116442,0.00001096367,0.00001945422,0.00009782287,0.00002116886,0.006486418,0.9868354,0.0001713243,0.004887481,0.00001414772],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7862425,0.004249269,0.2049827,0.000249607,0.00008997299,0.0002391736,0.0004291905,0.0008330968,0.002684461],"genre_scores_gemma":[0.8971859,0.002315665,0.09745733,0.00006920007,0.00003704217,0.0002348967,0.0002930178,0.00009856862,0.002308477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006379535,"threshold_uncertainty_score":0.002246201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04008605677078103,"score_gpt":0.2457981037534952,"score_spread":0.2057120469827142,"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."}}