{"id":"W4403873553","doi":"10.1007/s11135-024-01997-5","title":"Factor structure and measurement invariance of conceptions of happiness in Korea and Canada: an application of penalized structural equation modeling in Mplus","year":2024,"lang":"en","type":"article","venue":"Quality & Quantity","topic":"Psychosocial Factors Impacting Youth","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Structural equation modeling; Measurement invariance; Happiness; Psychology; Econometrics; Confirmatory factor analysis; Mathematics; Social psychology; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02340615,0.0007497704,0.001115905,0.001603051,0.003090747,0.002981642,0.002248877,0.0005931446,0.002568641],"category_scores_gemma":[0.07504526,0.0007480333,0.002649704,0.004173466,0.002232918,0.001670124,0.002146032,0.002578541,0.0001685884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007035554,"about_ca_system_score_gemma":0.02245255,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7469463,"about_ca_topic_score_gemma":0.6916567,"domain_scores_codex":[0.9901077,0.005795328,0.0006431534,0.001400752,0.001293435,0.0007595628],"domain_scores_gemma":[0.9664631,0.02170179,0.001859276,0.003696814,0.005565226,0.0007138147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007093337,0.0003597826,0.883867,0.0001413334,0.002448878,0.0001620389,0.01381352,0.01198678,0.0009035453,0.01895026,0.003871511,0.06278612],"study_design_scores_gemma":[0.0001199819,0.0002223277,0.8570534,0.0001663174,0.0008467964,0.0000871402,0.01036811,0.1190296,0.0009954748,0.008084806,0.002861021,0.0001650077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679794,0.0001084906,0.02889971,0.0003693439,0.0000423275,0.0003156612,0.001035807,0.0001140693,0.001135233],"genre_scores_gemma":[0.9836032,0.00005253863,0.01405469,0.00002736294,0.000005350576,0.0002783808,0.001593233,0.00004769048,0.000337608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2530537,"threshold_uncertainty_score":0.5090879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1999269249321927,"score_gpt":0.4065998171822268,"score_spread":0.2066728922500341,"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."}}