{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004277063,0.0005373397,0.0006231739,0.001358732,0.0007520521,0.002809412,0.0007903407,0.00102229,0.00623532],"category_scores_gemma":[0.01241327,0.0003440446,0.0009055363,0.0006908259,0.002983425,0.003991973,0.002436301,0.002366976,0.0001974851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001407295,"about_ca_system_score_gemma":0.0009269914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001298035,"about_ca_topic_score_gemma":0.003110716,"domain_scores_codex":[0.9983976,0.0007199926,0.00006520375,0.000166011,0.0004824039,0.0001687339],"domain_scores_gemma":[0.9800984,0.0140849,0.002268751,0.001682507,0.0009658403,0.0008995787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00344043,0.002942087,0.561312,0.0007577342,0.001097466,0.0007934166,0.005269765,0.00573006,0.008987571,0.183551,0.001682271,0.2244362],"study_design_scores_gemma":[0.0002130882,0.001718613,0.7831787,0.0003447014,0.0006756867,0.0004484446,0.009743334,0.01702176,0.003685469,0.1786708,0.004194484,0.0001049035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665253,0.0009495149,0.006617165,0.004906905,0.00006180217,0.00007523251,0.00008830694,0.00001404172,0.02076171],"genre_scores_gemma":[0.9980778,0.0001595279,0.0009884592,0.0002209191,0.00003184157,0.00002170119,0.0000225594,0.000004249273,0.0004729793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00623532,"threshold_uncertainty_score":0.02261955,"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."}}