{"id":"W2106312685","doi":"10.6000/1929-6037.2013.02.01.6","title":"Reuse of Iraqi Agricultural Drainage Water Using Nanofiltration","year":2013,"lang":"en","type":"article","venue":"Journal of Membrane and Separation Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nanofiltration; Drainage; Environmental science; Irrigation; Environmental engineering; Salinity; Water quality; Hydrology (agriculture); Water treatment; Membrane; Geology; Chemistry; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002569872,0.0001282973,0.0002756947,0.0002420864,0.00009136379,0.00002968868,0.0003126142,0.0002270534,0.0006363589],"category_scores_gemma":[0.000131232,0.00008165457,0.00005441397,0.0003032374,0.0002757181,0.0007769407,0.0001370279,0.0001822488,0.00005787249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005043858,"about_ca_system_score_gemma":0.000009183682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003153441,"about_ca_topic_score_gemma":0.000007419464,"domain_scores_codex":[0.9987823,0.00004442192,0.0006048973,0.0001461871,0.0002425154,0.0001796525],"domain_scores_gemma":[0.9991891,0.00002569417,0.0004064641,0.0002481488,0.00008976014,0.00004079431],"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":[0.00001166511,0.00003421072,0.0008352967,0.00001147841,0.00001438893,0.000002835515,0.0002787326,0.0006154249,0.9956025,0.0004997808,0.0006341682,0.001459482],"study_design_scores_gemma":[0.0003961598,0.0002744468,0.002201763,0.00001551961,0.00002405514,0.0002604474,0.0006581477,0.0007700801,0.9890676,0.00544847,0.0007662726,0.0001170117],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956338,0.00007118029,0.0006895579,0.001978447,0.00008477151,0.0001945942,6.994027e-7,0.00004377913,0.00130315],"genre_scores_gemma":[0.9934148,0.00006761221,0.006184133,0.0000511484,0.00002253692,0.000004896058,0.000002327756,0.000006617988,0.0002459016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00653491,"threshold_uncertainty_score":0.6967683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131149424472226,"score_gpt":0.2449990566507381,"score_spread":0.2336875624060158,"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."}}