{"id":"W4410508338","doi":"10.1080/08870446.2025.2505909","title":"Optimism and depressive symptoms in an adult lifespan sample: evaluating coping in daily life as a mechanism","year":2025,"lang":"en","type":"article","venue":"Psychology and Health","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Michael Smith Health Research BC","keywords":"Optimism; Coping (psychology); Psychology; Depressive symptoms; Mechanism (biology); Clinical psychology; Developmental psychology; Psychotherapist; Psychiatry; Anxiety","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001316311,0.0002581007,0.000544887,0.0004696592,0.0002441341,0.00004072174,0.000194495,0.0003705845,0.0001397141],"category_scores_gemma":[0.000253155,0.0002765121,0.00002930579,0.0003437796,0.0001206321,0.0001369079,0.00007787592,0.0006541986,0.00001490606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000491969,"about_ca_system_score_gemma":0.0002404388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002279093,"about_ca_topic_score_gemma":0.001115089,"domain_scores_codex":[0.9968941,0.0007162835,0.0006629347,0.0008976989,0.0001102124,0.0007187647],"domain_scores_gemma":[0.9986381,0.000365723,0.0001918088,0.0004142667,0.00005654615,0.0003335652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009705623,0.0007884475,0.5642525,0.0003176849,0.0001572234,0.00009724319,0.03683397,0.00009886912,0.0001683265,0.2036432,0.001956822,0.1907151],"study_design_scores_gemma":[0.01385865,0.002254437,0.8977531,0.0008175648,0.00005175667,0.0001102933,0.003412819,0.003206921,0.0000159123,0.07722707,0.0005857035,0.000705784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719342,0.003769516,0.001914982,0.01211924,0.0008568048,0.0007555246,0.000008568795,0.00007194144,0.008569237],"genre_scores_gemma":[0.9510569,0.001308251,0.002006519,0.04518329,0.0001053769,0.0001471847,0.00002013015,0.00002903749,0.0001433055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3335006,"threshold_uncertainty_score":0.9999687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04915405594816679,"score_gpt":0.4491570562646893,"score_spread":0.4000030003165225,"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."}}