{"id":"W4416975222","doi":"10.1080/10615806.2025.2597764","title":"Coping profiles across adulthood: findings from a 3-wave longitudinal study using latent profile transition analysis","year":2025,"lang":"en","type":"article","venue":"Anxiety Stress & Coping","topic":"Identity, Memory, and Therapy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"Gambling Research Exchange Ontario","keywords":"Coping (psychology); Longitudinal study; Longitudinal data; Coping behavior; Latent class model; Young adult","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":[0.0003418489,0.0003553869,0.0006305629,0.0003013608,0.0006729177,0.0002501697,0.0002716571,0.0002053342,0.0005474631],"category_scores_gemma":[0.0000188786,0.0003774874,0.0003464431,0.001200314,0.00008189311,0.0002648548,0.00008887752,0.0003528932,0.00003463178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001609937,"about_ca_system_score_gemma":0.00006217253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005767744,"about_ca_topic_score_gemma":0.002032558,"domain_scores_codex":[0.9971781,0.0002791033,0.0005975782,0.0009258067,0.0003508109,0.0006685526],"domain_scores_gemma":[0.9988579,0.00009297416,0.000192606,0.0005879223,0.0001839304,0.00008463156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002403263,0.0007787413,0.9581203,0.0001162189,0.003475669,0.00007405719,0.03274379,0.0002482086,0.001048306,0.0001362616,0.0002740287,0.002744104],"study_design_scores_gemma":[0.002650613,0.0001295751,0.9743488,0.000474979,0.001364116,0.000004713386,0.01536483,0.001682311,0.00323344,0.0001532095,0.00007424192,0.0005191555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871415,0.0008018044,0.009032628,0.0002000334,0.001085322,0.001072221,0.0002441928,0.0001524698,0.0002698382],"genre_scores_gemma":[0.9983518,0.00007707464,0.0004805229,0.0002287277,0.0002309991,0.0001336523,0.0002171397,0.00003304769,0.0002470154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01737896,"threshold_uncertainty_score":0.9998677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05060500661790656,"score_gpt":0.3632391533207151,"score_spread":0.3126341467028085,"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."}}