{"id":"W4390224469","doi":"10.1021/acsomega.3c07533","title":"New Process for Na<sub>2</sub>CO<sub>3</sub> Production from Na<sub>2</sub>SO<sub>4</sub> Based on Modeling the Na<sub>2</sub>SO<sub>4</sub>–(NH<sub>4</sub>)<sub>2</sub>SO<sub>4</sub>–MEA–MEG–H<sub>2</sub>O System","year":2023,"lang":"en","type":"article","venue":"ACS Omega","topic":"Chemical and Physical Properties in Aqueous Solutions","field":"Chemical Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Natural Science Foundation of China; National Science Foundation","keywords":"Sodium sulfate; Aqueous solution; Crystallization; Anhydrous; Sodium; Sulfate; Solubility; Chemistry; Electrolyte; Chemical engineering; Process (computing); Materials science; Inorganic chemistry; Metallurgy; Physical chemistry; Organic chemistry","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":[0.0001063067,0.0002720039,0.0002275921,0.0001742643,0.0001847731,0.0002744672,0.0003134033,0.0003591238,0.001411189],"category_scores_gemma":[0.0001058837,0.0002791915,0.0003251493,0.0001175189,0.0001980554,0.0004428118,0.0003378939,0.0004571963,0.0005171236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003769114,"about_ca_system_score_gemma":0.0004054066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001092427,"about_ca_topic_score_gemma":0.001771288,"domain_scores_codex":[0.9999118,0.000004001073,0.00000436713,0.00002500136,0.00004761759,0.000007265418],"domain_scores_gemma":[0.999959,0.000005956395,0.00001039348,0.0000079019,0.00001198086,0.000004694901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003490496,0.00001497296,0.0002777074,0.00005395123,0.000005616723,0.00006277316,0.00002882669,0.001751797,0.9908389,0.0009310763,0.0002354772,0.005763835],"study_design_scores_gemma":[0.000007614134,0.00005984881,0.0006169632,0.00000282337,0.000009166942,0.00008074964,0.00001716562,0.02948541,0.9624881,0.0001916192,0.007030583,0.00001000436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5683379,0.0007538049,0.4155352,0.0005695301,0.0001745632,0.0002159022,0.0006222029,0.003531064,0.01025986],"genre_scores_gemma":[0.8050255,0.0006145006,0.1804892,0.00007902886,0.00002035217,0.0001650991,0.0005317507,0.0001749937,0.01289949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001411189,"threshold_uncertainty_score":0.004720926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02195165704519167,"score_gpt":0.2399335056754265,"score_spread":0.2179818486302348,"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."}}