{"id":"W4385754548","doi":"10.1146/annurev-psych-022423-030818","title":"How Can People Become Happier? A Systematic Review of Preregistered Experiments","year":2023,"lang":"en","type":"review","venue":"Annual Review of Psychology","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology; Social psychology; Cognitive psychology","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002824254,0.0011175,0.01160077,0.0004988583,0.00006853078,0.00001797268,0.001674024,0.0009383864,0.001262033],"category_scores_gemma":[0.001589136,0.0008232633,0.002338469,0.001563684,0.0002894773,0.00009363789,0.0001991381,0.0009027773,0.001032502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102047,"about_ca_system_score_gemma":0.000130342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009982974,"about_ca_topic_score_gemma":0.00001596908,"domain_scores_codex":[0.9886497,0.003782638,0.004477853,0.00153548,0.0007042365,0.0008501413],"domain_scores_gemma":[0.9896014,0.0008999023,0.005577483,0.003276405,0.0003681459,0.0002767199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000008805314,0.0002409803,0.000002646919,0.8737463,0.001109713,0.00002804806,0.000251365,2.061962e-9,2.346109e-7,0.000701374,0.06082635,0.06308413],"study_design_scores_gemma":[0.0002108012,0.0002825968,0.00001827322,0.5818858,0.002509631,0.0002036375,0.00008275412,1.606722e-8,7.825642e-8,0.00005976227,0.4143688,0.000377893],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[6.495459e-7,0.9760093,0.00004041155,0.00101124,0.002690952,0.006580746,0.0007257775,0.0001501345,0.01279079],"genre_scores_gemma":[0.000007447937,0.9875817,0.00007319141,0.003102284,0.0002009216,0.002695583,0.0004659925,0.000170947,0.0057019],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3535424,"threshold_uncertainty_score":0.9997453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044190466133161,"score_gpt":0.4595074384705286,"score_spread":0.3550883918572125,"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."}}