{"id":"W4407777051","doi":"10.1016/j.jrp.2025.104589","title":"Examining the costs and benefits to lay theories of life satisfaction: A Double-edged sword perspective","year":2025,"lang":"en","type":"article","venue":"Journal of Research in Personality","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"SWORD; Perspective (graphical); Psychology; Life satisfaction; Social psychology; Mathematics; Computer science","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":[0.006942556,0.0001101141,0.000311561,0.000423087,0.0001974621,0.00005576447,0.0002337321,0.0001255598,0.0002580784],"category_scores_gemma":[0.001138185,0.00007303534,0.00007203314,0.0009580201,0.0003891682,0.0001060452,0.00008019904,0.001079959,0.000007481454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002561616,"about_ca_system_score_gemma":0.0001543952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002421023,"about_ca_topic_score_gemma":0.0004697268,"domain_scores_codex":[0.9971339,0.001259058,0.0004604631,0.0002544025,0.0005781797,0.0003140115],"domain_scores_gemma":[0.9967829,0.002011513,0.0001736556,0.0002382446,0.0006393999,0.0001542629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004868994,0.0001691516,0.7640452,0.000039393,0.0002307669,0.00002387483,0.01214106,0.00002785717,0.0002741996,0.187004,0.003290164,0.02788533],"study_design_scores_gemma":[0.001392542,0.000424115,0.9564462,0.000213243,0.00001099347,0.00002844232,0.02944095,0.000002812519,0.00005677506,0.01109348,0.0008271412,0.00006330653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9402179,0.002154359,0.00008300881,0.009911656,0.000529664,0.0002383975,0.000007604149,0.000007316132,0.04685012],"genre_scores_gemma":[0.9988655,0.0001476846,0.00009002969,0.0002895693,0.0002011289,0.00001677073,2.245269e-7,0.000006035508,0.0003830649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.192401,"threshold_uncertainty_score":0.4691944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1579469264536825,"score_gpt":0.4622196282717365,"score_spread":0.304272701818054,"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."}}