{"id":"W4401518142","doi":"10.1038/s41562-024-01954-0","title":"Strength of evidence for five happiness strategies","year":2024,"lang":"en","type":"letter","venue":"Nature Human Behaviour","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Happiness; Psychology; Social 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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003045207,0.000494466,0.0006353072,0.0003207414,0.0001181854,0.0001132733,0.0005802314,0.004039663,0.001314545],"category_scores_gemma":[0.00007834107,0.0003682995,0.0004286309,0.0002184095,0.0001704785,0.0001142985,0.00005368204,0.005633509,0.0001302473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007388552,"about_ca_system_score_gemma":0.00006144976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002580851,"about_ca_topic_score_gemma":0.00004918449,"domain_scores_codex":[0.9973505,0.0001782508,0.0005699759,0.0009837875,0.000422546,0.0004949627],"domain_scores_gemma":[0.9981266,0.0004966787,0.0003722955,0.0007467602,0.0002053206,0.00005229474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005136268,0.00006861309,0.0004604437,0.0003558499,0.0001482896,0.0001998577,0.0005110216,7.393028e-7,0.000121307,0.006585177,0.9905505,0.0009468278],"study_design_scores_gemma":[0.0009303964,0.000960951,0.06972523,0.001885493,0.001050064,0.00006861927,0.0007588962,0.000002087974,0.00007820352,0.02041517,0.9030135,0.001111437],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2271475,0.03170218,0.0002984611,0.5472543,0.05627856,0.006284807,0.004340837,0.002154594,0.1245388],"genre_scores_gemma":[0.8120809,0.00004370597,0.0002129796,0.08917658,0.009818124,0.000492311,0.001248441,0.000187068,0.08673992],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5849334,"threshold_uncertainty_score":0.9998769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1393963462820856,"score_gpt":0.4456373340713206,"score_spread":0.3062409877892349,"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."}}