{"id":"W3118432181","doi":"10.1177/14034948211015814","title":"Depression, anxiety and stress among Swedish university students before and during six months of the COVID-19 pandemic: A cohort study","year":2021,"lang":"en","type":"article","venue":"Scandinavian Journal of Public Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Memorial Chiropractic College; Centre for Disability Prevention and Rehabilitation","funders":"","keywords":"Loneliness; Anxiety; Mental health; Depression (economics); Pandemic; Medicine; Cohort; Cohort study; Public health; Demography; Psychiatry; Coronavirus disease 2019 (COVID-19); Gerontology; Internal medicine; Disease; Nursing","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":[0.002502641,0.0001590882,0.0004725742,0.0001650854,0.0004994832,0.00004721323,0.0003516716,0.00008108657,0.00008935297],"category_scores_gemma":[0.0001865782,0.0001216778,0.00008372089,0.0004082847,0.0001941189,0.0002227336,0.0002958098,0.0004660877,2.931235e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009111156,"about_ca_system_score_gemma":0.001581856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003017044,"about_ca_topic_score_gemma":0.008885186,"domain_scores_codex":[0.9969543,0.001136315,0.0005846092,0.0003331089,0.0005463946,0.0004453067],"domain_scores_gemma":[0.9975174,0.0001151245,0.0007234312,0.0003337897,0.0001692326,0.001140995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009027249,0.0005557973,0.9816239,0.0002104081,0.0001392718,0.0001335452,0.01284002,0.000001394426,0.000003743486,0.00003078677,0.0002285824,0.00414225],"study_design_scores_gemma":[0.003410205,0.0003180435,0.9631023,0.000129083,0.00004181562,0.0005749792,0.0313463,0.000001624736,0.000002140407,0.00002499614,0.0009645802,0.00008392295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996113,0.0008718875,0.00005008751,0.00172004,0.000437687,0.0006103856,0.00008844218,0.00001183977,0.00009663463],"genre_scores_gemma":[0.9985824,0.0004582451,0.00001726552,0.0004370087,0.00008071368,0.00000238544,0.000003937721,0.00001324264,0.000404859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01852163,"threshold_uncertainty_score":0.4961876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05074912928036904,"score_gpt":0.3865721201290587,"score_spread":0.3358229908486896,"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."}}