{"id":"W4367681665","doi":"10.3390/books978-3-0365-7194-2","title":"Mental Health Challenges during the COVID-19 Pandemic","year":2023,"lang":"en","type":"book","venue":"","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Mental health; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); History; Psychology; Virology; Medicine; Psychiatry; Infectious disease (medical specialty); Outbreak; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001599029,0.0004422775,0.0004018086,0.000584395,0.004051497,0.005320463,0.0007545624,0.0038742,0.01506243],"category_scores_gemma":[0.004461572,0.0002999728,0.0004066119,0.000766909,0.003177536,0.005159476,0.003523994,0.006794107,0.003876105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003048625,"about_ca_system_score_gemma":0.003763956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0108291,"about_ca_topic_score_gemma":0.02691342,"domain_scores_codex":[0.9989201,0.0005552051,0.00003808941,0.00004739462,0.0002872668,0.0001520408],"domain_scores_gemma":[0.998449,0.0009056146,0.00008589651,0.00004672705,0.0001992115,0.0003134467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006165152,0.00001878592,0.0002156,0.0001994214,0.000003681703,0.0003293401,0.005538429,0.00003181301,0.00006152251,0.01064977,0.9315903,0.05135527],"study_design_scores_gemma":[0.000006212996,0.00002873099,0.00170586,0.0008554019,0.000003914637,0.001028687,0.01308252,0.00004144335,0.00004516167,0.008515131,0.9746711,0.00001586482],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004095514,0.09422243,0.0004109217,0.7128893,0.04310215,0.00005583388,0.000146613,0.00009361443,0.1449835],"genre_scores_gemma":[0.05245037,0.2144505,0.001942802,0.4427345,0.06316785,0.0003144055,0.0003447853,0.000238839,0.2243559],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01506243,"threshold_uncertainty_score":0.05038881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2430563390857866,"score_gpt":0.4724707787675568,"score_spread":0.2294144396817703,"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."}}