{"id":"W4226337303","doi":"10.23952/jano.4.2022.1.04","title":"Set-valued variational principles. When migration improves quality of life","year":2022,"lang":"en","type":"article","venue":"Journal of Applied and Numerical Optimization","topic":"Optimization and Variational Analysis","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agence Nationale de la Recherche; Aix-Marseille Université","keywords":"Set (abstract data type); Quality of life (healthcare); Quality (philosophy); Mathematical optimization; Applied mathematics; Mathematics; Computer science; Psychology; Epistemology; Philosophy; Psychotherapist","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":[0.002368724,0.0006056611,0.0005438869,0.0004380236,0.0004672341,0.001296367,0.00117713,0.001097761,0.003478213],"category_scores_gemma":[0.00395348,0.0002192453,0.0008642183,0.0003930689,0.001748982,0.001721209,0.001563499,0.001895977,0.000343979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001266918,"about_ca_system_score_gemma":0.0009528347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001122749,"about_ca_topic_score_gemma":0.0008973475,"domain_scores_codex":[0.9986612,0.000631054,0.0000580276,0.0002232963,0.0003319625,0.00009454789],"domain_scores_gemma":[0.9992055,0.000321741,0.0001626317,0.00008146321,0.0001497979,0.00007887444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002948884,0.00003668959,0.0006524508,0.0001779737,0.00006500258,0.00007939197,0.0002279866,0.03231771,0.003907186,0.9411538,0.001182495,0.02016971],"study_design_scores_gemma":[0.00002102098,0.000150182,0.001201207,0.00006788893,0.00003090141,0.0001707372,0.0001851613,0.1353305,0.001457377,0.8531309,0.008225553,0.00002849963],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04908355,0.00238255,0.9138772,0.004322755,0.0003929388,0.0001076081,0.0002194444,0.00006871359,0.02954526],"genre_scores_gemma":[0.877591,0.001309862,0.1082315,0.0006365704,0.0001516694,0.0002134468,0.000143296,0.0000830674,0.01163949],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003478213,"threshold_uncertainty_score":0.01252711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02323499327603443,"score_gpt":0.251914919138968,"score_spread":0.2286799258629335,"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."}}