{"id":"W1969093665","doi":"10.1016/j.memsci.2005.07.010","title":"State-of-the-art of membrane bioreactors: Worldwide research and commercial applications in North America","year":2005,"lang":"en","type":"article","venue":"Journal of Membrane Science","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":586,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Environmental science; China; Business; Engineering; Political science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001911971,0.0001108564,0.0002824923,0.0004489249,0.00017714,0.00002979953,0.001311363,0.00003588685,0.0001325345],"category_scores_gemma":[0.000440997,0.00007760188,0.00005312517,0.003525037,0.003849002,0.0006580417,0.0003804885,0.0004196789,0.00002070937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001547438,"about_ca_system_score_gemma":0.0001378909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001151477,"about_ca_topic_score_gemma":0.001102354,"domain_scores_codex":[0.9973209,0.00009442182,0.0006964725,0.0002319021,0.001327692,0.0003286204],"domain_scores_gemma":[0.9985164,0.0002874023,0.0005352718,0.0004194127,0.0001283218,0.0001131441],"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":[0.00008571047,0.0004637965,0.1330626,0.00004421313,0.000008405529,0.000002965466,0.001830035,0.007455291,0.7993101,0.0001524021,0.0005538966,0.05703048],"study_design_scores_gemma":[0.0004849128,0.0002271216,0.2993723,0.00005353238,0.000008149033,0.00002425706,0.0004167544,0.0004752564,0.6828481,0.0003501226,0.01559575,0.0001437524],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958352,0.00006333584,0.00009588764,0.001853243,0.00004903006,0.0002699582,0.000006261693,0.000007473779,0.001819614],"genre_scores_gemma":[0.9970777,0.0002079472,0.002474975,0.00004806557,0.00001922779,0.000005803453,4.082523e-7,0.000006152793,0.0001597207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1663096,"threshold_uncertainty_score":0.998862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02756132172296057,"score_gpt":0.3104970314727047,"score_spread":0.2829357097497442,"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."}}