{"id":"W4205241954","doi":"10.1002/smi.3125","title":"Longitudinal predictors of depression, anxiety, and alcohol use following COVID‐19‐related stress","year":2022,"lang":"en","type":"article","venue":"Stress and Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Center for Advancing Translational Sciences; National Institute of Mental Health","keywords":"Rumination; Anxiety; Clinical psychology; Psychology; Cognition; Depression (economics); Longitudinal study; Psychiatry; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004603083,0.0001326968,0.0001521142,0.0002821946,0.0004337489,0.0005065128,0.0001917086,0.0003325285,0.001053246],"category_scores_gemma":[0.001576931,0.0001836283,0.0002465848,0.0003374455,0.0001525187,0.0003297287,0.0005223739,0.0007891952,0.0001875811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002309388,"about_ca_system_score_gemma":0.0002562531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01098095,"about_ca_topic_score_gemma":0.02344783,"domain_scores_codex":[0.9998572,0.00003333958,0.00001197358,0.00002666477,0.00002327657,0.0000476792],"domain_scores_gemma":[0.9993529,0.00007790912,0.0002344061,0.00004257285,0.00009285615,0.0001993481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004523924,0.00004851398,0.9984163,0.00000320049,0.00001444853,0.00001560032,0.0001959287,0.00001226855,0.000111481,0.000007916925,0.00006747971,0.001061611],"study_design_scores_gemma":[9.067912e-7,0.00003417141,0.9995684,0.000002411808,0.000003236023,0.00001781416,0.0002498595,0.00004930919,0.00001656141,0.000008155931,0.00004793653,0.000001228319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995295,0.00006422489,0.00002723071,0.00003866745,0.000003238762,0.000006346209,0.0001524109,9.348954e-7,0.000177477],"genre_scores_gemma":[0.9994148,0.00007621519,0.0000397862,0.00002803009,0.000004771206,0.00000826851,0.0002720873,6.121774e-7,0.0001553623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01098095,"threshold_uncertainty_score":0.02183408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0924125872742848,"score_gpt":0.4234498272844866,"score_spread":0.3310372400102018,"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."}}