{"id":"W3164037603","doi":"10.1177/17456916211029964","title":"Mental Health During the First Year of the COVID-19 Pandemic: A Review and Recommendations for Moving Forward","year":2022,"lang":"en","type":"review","venue":"Perspectives on Psychological Science","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":433,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Simon Fraser University","funders":"Economic and Social Research Council","keywords":"Pandemic; Loneliness; Mental health; Anxiety; Psychology; Coronavirus disease 2019 (COVID-19); Distress; Scope (computer science); Depression (economics); Psychiatry; Medicine; Clinical psychology; Disease","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00315692,0.0002773725,0.000819037,0.0001251068,0.002047218,0.0000293602,0.001227115,0.00008317029,0.001239014],"category_scores_gemma":[0.0007316198,0.0001436347,0.0003575725,0.001150458,0.00101277,0.00005382916,0.0003793022,0.0006053902,0.000009874382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002062859,"about_ca_system_score_gemma":0.0005038882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001432796,"about_ca_topic_score_gemma":0.00004901837,"domain_scores_codex":[0.9968846,0.000502119,0.0005845407,0.001139809,0.0003644817,0.0005244227],"domain_scores_gemma":[0.9972736,0.001014716,0.0006300374,0.0008044165,0.00002662134,0.00025061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001552797,0.001411961,0.0008264061,0.0263532,0.0001379946,0.000002005027,0.01842048,5.456108e-7,6.816077e-7,0.0354223,0.04181566,0.8754535],"study_design_scores_gemma":[0.0003114422,0.0003835839,0.0006450369,0.001286888,0.00006223259,0.00009298831,0.003369086,2.707067e-7,1.132079e-8,0.0002005026,0.9934927,0.0001553141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004942573,0.9664296,0.00003114317,0.02709706,0.0007741911,0.003980311,0.0004108796,0.00004158568,0.001185782],"genre_scores_gemma":[0.0002309818,0.987839,0.00009115933,0.01045823,0.00005661906,0.0008736082,0.000008802543,0.00001681413,0.0004247128],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.951677,"threshold_uncertainty_score":0.999674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2603289153793958,"score_gpt":0.5515835337598891,"score_spread":0.2912546183804933,"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."}}