{"id":"W2147145571","doi":"10.1002/cjce.5450850605","title":"UNIQUAC Interaction Parameters with Closure for Imidazolium Based Ionic Liquid Systems Using Genetic Algorithm","year":2007,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Ionic liquids properties and applications","field":"Chemical Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"UNIQUAC; Ternary operation; Closure (psychology); Ionic liquid; Thermodynamics; Ternary numeral system; Hydrogen bond; Materials science; Genetic algorithm; Chemistry; Mathematics; Computer science; Physical chemistry; Organic chemistry; Activity coefficient; Physics; Mathematical optimization; Non-random two-liquid model; Molecule","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001284819,0.0005807215,0.0008618647,0.0006105251,0.000412224,0.0005031765,0.0006676313,0.0007057159,0.0008771865],"category_scores_gemma":[0.002674644,0.0002496747,0.0003875485,0.0004217427,0.000356931,0.0005059923,0.0003554135,0.0006570867,0.0001104354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009608952,"about_ca_system_score_gemma":0.001042463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005767833,"about_ca_topic_score_gemma":0.004107264,"domain_scores_codex":[0.9997448,0.000113298,0.00001373415,0.00003429626,0.00007005062,0.00002377062],"domain_scores_gemma":[0.9987165,0.0008517329,0.000148017,0.00007338567,0.0001693117,0.00004117647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001098174,0.00003972853,0.001134704,0.00004086502,0.00001876791,0.00004699782,0.00004747093,0.979688,0.004554783,0.001903616,0.0002231787,0.01219212],"study_design_scores_gemma":[0.000006955588,0.00001784602,0.00007892571,0.000002200602,0.00000309795,0.000003514354,0.00000270439,0.9984181,0.001136528,0.000268559,0.00005823381,0.00000328397],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.696739,0.0004921575,0.2973771,0.0002059553,0.00003805683,0.0001191819,0.0001660294,0.001104834,0.003757746],"genre_scores_gemma":[0.9258811,0.00005525135,0.07309466,0.00002481213,0.000005847692,0.000103536,0.0001316257,0.0001085071,0.0005945592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005767833,"threshold_uncertainty_score":0.01146847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603290422383676,"score_gpt":0.2190368429819751,"score_spread":0.2030039387581384,"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."}}