{"id":"W3110867371","doi":"10.18297/jwellness/vol2/iss2/10","title":"Maturity and Well-Being: Consistent Associations Across Samples and Measures","year":2020,"lang":"en","type":"article","venue":"Journal of Wellness","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maturity (psychological); Psychosocial; Psychology; Variety (cybernetics); Association (psychology); Developmental psychology; Clinical psychology; Statistics; Psychiatry; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007095816,0.0001546376,0.0004022073,0.00004882196,0.000254047,0.000142763,0.0001470437,0.000137639,0.0001225351],"category_scores_gemma":[0.0001882246,0.0001346086,0.0001038716,0.0001204803,0.0001202265,0.0001602862,0.00006463511,0.0003916151,0.00001813036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002690158,"about_ca_system_score_gemma":0.0000360139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004723471,"about_ca_topic_score_gemma":0.0000168955,"domain_scores_codex":[0.9986064,0.0001854855,0.000475426,0.0002000869,0.0002593793,0.0002731596],"domain_scores_gemma":[0.9987938,0.0003005326,0.00038847,0.0001162446,0.0001440559,0.0002568956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001557927,0.000950878,0.5438012,0.0004266487,0.003578726,0.001034592,0.244815,0.0002386906,0.003207372,0.04443247,0.05915361,0.09680281],"study_design_scores_gemma":[0.008124215,0.0009423381,0.764681,0.0002678244,0.0008001161,0.001367904,0.03502385,0.0002077821,0.004589343,0.01476494,0.1680255,0.001205204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784893,0.001804888,0.000611835,0.007754675,0.000746401,0.0001123791,0.00001660707,0.00002367144,0.01044027],"genre_scores_gemma":[0.9977388,0.0002742073,0.0002570033,0.001069234,0.0004473624,0.000001560566,0.000002098619,0.00002000247,0.0001897752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2208797,"threshold_uncertainty_score":0.5489178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04015398743054491,"score_gpt":0.3107291007427924,"score_spread":0.2705751133122474,"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."}}