{"id":"W2062781979","doi":"10.1080/01496395.2015.1014051","title":"Production of Lactobionic Acid from its Sodium Salt Solution by Ion-Exchange on a Commercial Strong Acid Resin: Kinetic Data and Modeling","year":2015,"lang":"en","type":"article","venue":"Separation Science and Technology","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Fonds Québécois de la Recherche sur la Nature et les Technologies; Universidad Nacional de Colombia","keywords":"Chemistry; Kinetic energy; Sodium; Ion-exchange resin; Ion exchange; Salt (chemistry); Reaction rate constant; Ion; Inorganic chemistry; Nuclear chemistry; Kinetics; Physical chemistry; Organic chemistry","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":[0.0003689634,0.00009804371,0.0001231639,0.0002818227,0.0001440181,0.00004845837,0.0001874804,0.0001155268,0.000005144487],"category_scores_gemma":[0.0002183388,0.00009699501,0.000004840413,0.0005923864,0.0002013674,0.0008141558,0.00007164219,0.0001343038,0.00000926063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004581615,"about_ca_system_score_gemma":0.00009432583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001835899,"about_ca_topic_score_gemma":0.00007811893,"domain_scores_codex":[0.999062,0.00001394277,0.0002057245,0.0003216482,0.0002431229,0.0001535867],"domain_scores_gemma":[0.9993427,0.000009223521,0.00006270607,0.0002699259,0.0002595743,0.00005585873],"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":[0.00004311977,0.00004640938,0.0001819191,0.00003116423,0.000009190712,3.500763e-7,0.0006242731,0.001645795,0.9774961,0.001156471,0.007644453,0.01112073],"study_design_scores_gemma":[0.0004058227,0.0001538103,0.0001058133,0.00002818007,0.00001533098,0.000009462059,0.0005652969,0.5286075,0.4622454,0.0008666833,0.006821315,0.0001754099],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742258,0.002446625,0.01918778,0.002416532,0.0005310482,0.0002345671,0.00003732998,0.0002434254,0.0006768875],"genre_scores_gemma":[0.9992516,0.0002291166,0.0003047106,0.00003039097,0.00005264301,0.00001098204,0.00006375251,0.000006601923,0.00005017387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5269617,"threshold_uncertainty_score":0.3955342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07826390521560184,"score_gpt":0.3287356734520546,"score_spread":0.2504717682364528,"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."}}