{"id":"W4283512986","doi":"10.1016/j.jval.2022.04.781","title":"EPH28 Impact of COVID19 on Mental Health - Focus on Depression & Anxiety","year":2022,"lang":"en","type":"article","venue":"Value in Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Anxiety; Pandemic; Mental health; Population; Depression (economics); Psychiatry; Inclusion and exclusion criteria; Medicine; Demography; Psychology; Coronavirus disease 2019 (COVID-19); Disease; Environmental health; Internal medicine; Alternative medicine; Pathology","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":[0.004587107,0.0002724698,0.0004188586,0.0009256904,0.001757705,0.002754997,0.0008380669,0.0007438471,0.04422792],"category_scores_gemma":[0.01948912,0.0001639555,0.001068768,0.0008879462,0.0006741642,0.0009460832,0.006077058,0.001799166,0.004045124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003945081,"about_ca_system_score_gemma":0.007615586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02097409,"about_ca_topic_score_gemma":0.04536776,"domain_scores_codex":[0.9953725,0.001345666,0.000293966,0.000188967,0.001401313,0.001397692],"domain_scores_gemma":[0.9830776,0.003617174,0.001865511,0.000765416,0.003313204,0.00736107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004261842,0.002410208,0.4008984,0.0009829726,0.0003818079,0.0003129389,0.001074004,0.0003593714,0.0007470555,0.007084657,0.1417671,0.4397197],"study_design_scores_gemma":[0.000489332,0.001157295,0.7478703,0.001150722,0.0001968863,0.000448773,0.003222073,0.0002876014,0.001042822,0.002253175,0.2418045,0.00007660377],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5329581,0.01038633,0.001049226,0.07044814,0.003842309,0.0008514124,0.02287669,0.0003618261,0.3572259],"genre_scores_gemma":[0.9228519,0.004295665,0.002491672,0.01044466,0.001472059,0.0004479331,0.01200525,0.0001860943,0.04580477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04422792,"threshold_uncertainty_score":0.1479571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039338456301954,"score_gpt":0.4633761492619452,"score_spread":0.3594423036317498,"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."}}