{"id":"W2068082473","doi":"10.1002/cjce.21968","title":"Separated performances of ammonium sulphate and ammonium chloride solutions treated by vacuum membrane distillation","year":2014,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Key Technologies Research and Development Program","keywords":"Permeation; Membrane distillation; Chemistry; Ammonium chloride; Volumetric flow rate; Ammonium; Membrane; Nitrogen; Chromatography; Ammonia; Distillation; Analytical Chemistry (journal); Organic chemistry; Biochemistry; Thermodynamics","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":[0.0002585557,0.0001014652,0.0001621322,0.00006102576,0.00007767579,0.00002488586,0.0001994607,0.00006772716,0.0000629505],"category_scores_gemma":[0.0001098982,0.00007590024,0.00003418029,0.0002072162,0.0001855497,0.0001625153,0.00002183645,0.0001741169,0.000005210328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001167061,"about_ca_system_score_gemma":0.00002776504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001480042,"about_ca_topic_score_gemma":0.0003387383,"domain_scores_codex":[0.9992756,0.00001211535,0.0002701414,0.00008042178,0.0001434831,0.0002182561],"domain_scores_gemma":[0.9995064,0.00005809794,0.0001315032,0.0001147153,0.00002128095,0.0001679825],"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":[0.00009586689,0.00001068012,0.002597742,0.00003582928,0.00004995387,0.000003102325,0.0003174953,0.06701116,0.9274552,0.0003600197,0.0009974835,0.001065443],"study_design_scores_gemma":[0.0001855392,0.00003361639,0.001080281,0.00002052787,0.00002143531,0.00003100347,0.000007689179,0.05582901,0.94138,0.00005867964,0.001257433,0.0000948463],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99875,0.0001213841,0.0002629948,0.0005040367,0.00006052574,0.00005361264,0.000006427539,0.00001719925,0.0002237931],"genre_scores_gemma":[0.999765,0.00001470587,0.0001247509,0.00001386453,0.00002527977,0.000001524916,0.000003665027,0.000008667653,0.00004248176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01392472,"threshold_uncertainty_score":0.3095122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006828774777625019,"score_gpt":0.1805146649220968,"score_spread":0.1736858901444718,"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."}}