{"id":"W4318406769","doi":"10.1007/s10902-023-00617-7","title":"Optimal Functioning in Society: A Conceptualization, a Measure, and a Look at Determinants","year":2023,"lang":"en","type":"article","venue":"Journal of Happiness Studies","topic":"Motivation and Self-Concept in Sports","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"École Nationale d'Administration Publique; Employment and Social Development Canada; Université du Québec en Outaouais; Université du Québec à Montréal; HEC Montréal","funders":"Social Sciences and Humanities Research Council of Canada; Fonds de Recherche du Québec-Société et Culture","keywords":"Psychology; Nomological network; Positive psychology; Scale (ratio); Conceptualization; Convergent validity; Discriminant validity; Construct validity; Test validity; Psychometrics; Social psychology; Predictive validity; Life satisfaction; Developmental psychology; Internal consistency","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":[0.0005981319,0.0001170729,0.0003544215,0.0001543033,0.0001471616,0.00001584868,0.00006445404,0.00006207369,0.0001528766],"category_scores_gemma":[0.000178086,0.00009475825,0.00007708319,0.0004259916,0.000153575,0.0001264222,0.00006418949,0.0001219337,0.00001721719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000621117,"about_ca_system_score_gemma":0.0000297349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005583013,"about_ca_topic_score_gemma":0.00002304591,"domain_scores_codex":[0.9988601,0.00006426183,0.0005188634,0.0001477141,0.0002202937,0.0001888002],"domain_scores_gemma":[0.9990671,0.0001291609,0.0003477254,0.00008040761,0.0003312532,0.00004429561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001555681,0.0000810027,0.8468327,0.00006229754,0.0004229501,0.0002233794,0.09075169,0.0004774293,0.00008737665,0.0005873839,0.05592443,0.004393782],"study_design_scores_gemma":[0.005281535,0.0003254228,0.7610246,0.0005427083,0.0001141531,0.0005727659,0.2022767,0.0002666286,0.00004618856,0.0005323231,0.02861552,0.0004014714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929249,0.004261131,0.0003060261,0.0004312574,0.0009308236,0.0001026346,0.000001643329,0.00002787997,0.001013694],"genre_scores_gemma":[0.9951229,0.0007785909,0.0002309952,0.0002708128,0.00019499,0.00001774735,0.000001402021,0.00001476938,0.003367764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.111525,"threshold_uncertainty_score":0.3864129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07654801264415301,"score_gpt":0.3499915975917582,"score_spread":0.2734435849476052,"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."}}