{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005237189,0.0001696333,0.0003559144,0.0001383215,0.0006991181,0.00002341865,0.0001216478,0.00007399939,0.0004232459],"category_scores_gemma":[0.00002129288,0.0001626985,0.00006479093,0.0001957168,0.00008581924,0.00009020783,0.000240609,0.0003219842,0.000001066548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002350804,"about_ca_system_score_gemma":0.0005086507,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0209463,"about_ca_topic_score_gemma":0.001212074,"domain_scores_codex":[0.9980499,0.0002527884,0.0004544577,0.0005045568,0.0002846343,0.0004537116],"domain_scores_gemma":[0.9987311,0.0001464613,0.0002371805,0.0002887135,0.00001507419,0.0005814408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001384141,0.0002272852,0.9841068,0.0004081443,0.00006729319,0.00002930428,0.005482451,0.00002951658,0.00000592788,0.001119258,0.00151034,0.006875298],"study_design_scores_gemma":[0.002417874,0.0004965776,0.9826823,0.0001053189,0.00003717867,0.00004364293,0.004305029,0.00004946552,0.00001108483,0.0001679003,0.009515541,0.0001680354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888467,0.007448779,0.00003006375,0.001216922,0.0007989435,0.0005503093,0.0007065912,0.00005835253,0.0003433323],"genre_scores_gemma":[0.9974182,0.0008718109,0.00003266161,0.001011765,0.00004754118,0.00006532932,0.0001193525,0.00002221582,0.0004111636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01973422,"threshold_uncertainty_score":0.9855733,"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."}}