{"id":"W3162448163","doi":"10.1016/j.jad.2021.08.145","title":"Trajectories of change in internalizing symptoms during the COVID-19 pandemic: A longitudinal population-based study","year":2021,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Irish Research Council; Health Research Board","keywords":"Mental health; Loneliness; Pandemic; Population; Psychology; Psychological resilience; Medicine; Public health; Demography; Longitudinal study; Psychiatry; Coping (psychology); Clinical psychology; Gerontology; Coronavirus disease 2019 (COVID-19); Environmental health; Disease; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002532627,0.0003017972,0.000341552,0.0007223131,0.0008343883,0.001007771,0.0005743576,0.0008631294,0.001168257],"category_scores_gemma":[0.003399143,0.0004447374,0.0008321746,0.001072092,0.0003434773,0.001085286,0.001264165,0.001678711,0.0004409817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008239779,"about_ca_system_score_gemma":0.0009234978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03073211,"about_ca_topic_score_gemma":0.03999433,"domain_scores_codex":[0.999228,0.0002573512,0.00007655079,0.0001629048,0.00008844043,0.0001867528],"domain_scores_gemma":[0.9985336,0.0001723405,0.0004899444,0.0001779068,0.0002846782,0.0003414484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001134181,0.0001084694,0.9972267,0.00001077641,0.00006768401,0.00006184247,0.0007557917,0.00004179239,0.0001031095,0.00002556999,0.0002931752,0.001191685],"study_design_scores_gemma":[0.00000901566,0.000218301,0.997892,0.00002233047,0.00002841633,0.00008639872,0.001310045,0.0001609747,0.00002120598,0.00002549498,0.0002169685,0.000008792747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985683,0.00007939654,0.0001147367,0.00009785278,0.000006942544,0.00002682693,0.0008884422,0.000003141758,0.0002143958],"genre_scores_gemma":[0.9976524,0.0001251781,0.000269186,0.0001042103,0.00001045654,0.00007823794,0.00150857,0.000003190402,0.0002486671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03073211,"threshold_uncertainty_score":0.06110644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1030339075072409,"score_gpt":0.4395307182889097,"score_spread":0.3364968107816688,"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."}}