{"id":"W3001327070","doi":"10.1080/01496395.2020.1718706","title":"Batch adsorption study of ammonia removal from synthetic/real wastewater using ion exchange resins and zeolites","year":2020,"lang":"en","type":"article","venue":"Separation Science and Technology","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemistry; Adsorption; Wastewater; Ammonia; Ion-exchange resin; Ion exchange; Zeolite; Inorganic chemistry; Nuclear chemistry; Pulp and paper industry; Ion; Waste management; Organic chemistry; Catalysis","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002668755,0.0001159887,0.0001608037,0.0001459164,0.0001843763,0.00004159821,0.000168199,0.00009931218,0.0002064182],"category_scores_gemma":[0.00005889122,0.00009707556,0.00001284336,0.0009376989,0.0009357456,0.000361761,0.0002605315,0.00008976182,0.00003717018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004987604,"about_ca_system_score_gemma":0.00001948788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003634958,"about_ca_topic_score_gemma":0.0001710304,"domain_scores_codex":[0.9986683,0.00003692914,0.0002421129,0.0004698967,0.0003900028,0.000192745],"domain_scores_gemma":[0.9995606,0.00001355409,0.0001268149,0.0001679411,0.00003657176,0.00009453399],"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":[0.00003304402,0.00005875616,0.01969837,0.000002849322,0.000003255666,0.00000347139,0.001402249,0.00001971149,0.9737275,0.000211558,0.00002763342,0.004811628],"study_design_scores_gemma":[0.00377509,0.003135053,0.1519113,0.00005828279,0.0001450378,0.0001993865,0.01734473,0.09866911,0.7114681,0.004270625,0.007914312,0.00110899],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980496,0.00002911951,0.0001142101,0.001091037,0.00005784512,0.0002532101,0.000009567776,0.00006715878,0.000328208],"genre_scores_gemma":[0.9988065,0.00004096613,0.0009992942,0.00007224824,0.00002529927,0.000003240571,0.000002173771,0.000005286417,0.00004500765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2622594,"threshold_uncertainty_score":0.3958627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02676521859240803,"score_gpt":0.2789678680900455,"score_spread":0.2522026494976375,"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."}}