{"id":"W2044121119","doi":"10.5004/dwt.2010.991","title":"First year performance review of Magong UF/RO Seawater Desalination Plant","year":2010,"lang":"en","type":"article","venue":"Desalination and Water Treatment","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dow Chemical (Canada)","funders":"","keywords":"Ultrafiltration (renal); Reverse osmosis; Desalination; Reverse osmosis plant; Seawater; Environmental engineering; Pilot plant; Membrane technology; Environmental science; Process engineering; Membrane; Waste management; Engineering; Chemistry; Chromatography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006997922,0.0003897376,0.0005189993,0.0007691834,0.0003698739,0.0009293154,0.0005048708,0.0004859269,0.003160516],"category_scores_gemma":[0.0005414824,0.0001077131,0.0004596064,0.0009103023,0.00006606903,0.0007472678,0.0001687314,0.0001785529,0.001006246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138195,"about_ca_system_score_gemma":0.001074146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007121014,"about_ca_topic_score_gemma":0.01226048,"domain_scores_codex":[0.9996161,0.00004743656,0.00003343884,0.00005436186,0.000199896,0.00004876062],"domain_scores_gemma":[0.9993673,0.00007359657,0.00005110643,0.00002187919,0.0004558204,0.00003034113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008374125,0.0002150339,0.008011748,0.004207673,0.0001629701,0.0004050102,0.0001596351,0.003321221,0.1329141,0.001038384,0.01913373,0.829593],"study_design_scores_gemma":[0.00004416869,0.003985441,0.06279393,0.000432219,0.0006212029,0.001366506,0.0005291221,0.003714999,0.267815,0.0003616412,0.6582636,0.00007216591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4772168,0.4121083,0.01109789,0.002304666,0.001040753,0.0001941611,0.002757284,0.0007904688,0.09248958],"genre_scores_gemma":[0.718766,0.1530009,0.006616778,0.0007487962,0.0005669129,0.00005154356,0.003329842,0.0001709999,0.1167482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007121014,"threshold_uncertainty_score":0.01415914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176477029230805,"score_gpt":0.2274178282271266,"score_spread":0.2156530579348186,"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."}}