{"id":"W4246097035","doi":"10.23952/jano.3.2021.2.05","title":"Approximate solutions of quasi-equilibrium problems: Lipschitz dependence of solutions on parameters","year":2021,"lang":"en","type":"article","venue":"Journal of Applied and Numerical Optimization","topic":"Material Science and Thermodynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lipschitz continuity; Mathematics; Applied mathematics; Thermodynamics; Mathematical analysis; Physics","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":[0.0001683941,0.00007622255,0.0002119134,0.00006371112,0.00003486291,0.00001694235,0.00007565054,0.00005121528,0.00002471504],"category_scores_gemma":[0.00002160562,0.00006623242,0.00004737466,0.0002143847,0.00005305658,0.000111399,0.00002421775,0.00008836151,4.252047e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000209789,"about_ca_system_score_gemma":0.00003310115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002589334,"about_ca_topic_score_gemma":4.072562e-7,"domain_scores_codex":[0.9992327,0.00001512425,0.0003683565,0.00007494746,0.0001712758,0.0001375855],"domain_scores_gemma":[0.999565,0.0000370123,0.0001723203,0.00008025837,0.00008308214,0.00006230274],"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":[0.00002538946,0.00008213071,0.000007669652,0.00004823951,0.00001989247,8.774089e-7,0.000120862,0.9556182,0.03784414,0.005019537,0.000007640525,0.001205433],"study_design_scores_gemma":[0.0002789633,0.0001481816,0.00008041328,0.00006708873,0.0000326332,0.00001775565,0.0001056817,0.9859735,0.01011404,0.003063469,0.00002398521,0.00009426215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1353997,0.0001245388,0.8613826,0.00007227372,0.0001722328,0.00008882939,0.00001034723,0.00001771807,0.002731767],"genre_scores_gemma":[0.9777484,0.0001881376,0.02201517,0.0000117162,0.00002032099,0.00000209034,0.000003886622,0.00000825699,0.000002050541],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8423487,"threshold_uncertainty_score":0.270088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01404804880562961,"score_gpt":0.2034332996729456,"score_spread":0.189385250867316,"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."}}