{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001782874,0.0001131879,0.0001293474,0.0000440349,0.00008396945,0.00001470754,0.0000767941,0.00006070924,0.001071385],"category_scores_gemma":[0.00001253049,0.00007019865,0.00002880603,0.00006341473,0.00009400331,0.0002348095,0.00004527478,0.0000503549,0.0002225607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005823714,"about_ca_system_score_gemma":0.000003534682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000524479,"about_ca_topic_score_gemma":0.00005996705,"domain_scores_codex":[0.9992886,0.00001881351,0.0002081304,0.000185349,0.0001690997,0.0001299809],"domain_scores_gemma":[0.9996899,0.00001378001,0.00006051674,0.0001837427,0.00001680621,0.0000351955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000239781,0.002023133,0.45818,0.005237826,0.0002371552,0.0000351304,0.006050723,0.000701701,0.3036095,0.01310921,0.006171246,0.2044045],"study_design_scores_gemma":[0.0007736844,0.000274951,0.04030183,0.0001836963,0.0000454992,0.00001901282,0.00003218202,0.00170149,0.902688,0.000268474,0.0534956,0.0002156312],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954824,0.00007458917,0.00007085849,0.001622955,0.00008602385,0.0003343376,0.000008523675,0.00006339208,0.002256877],"genre_scores_gemma":[0.9945887,0.002771558,0.001583106,0.0001108596,0.00001203657,0.00005316692,0.0001018249,0.000008177123,0.0007705969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5990784,"threshold_uncertainty_score":0.9998417,"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."}}