{"id":"W3118018179","doi":"10.1371/journal.pone.0244809","title":"Impact of COVID-19 pandemic on mental health: An international study","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":566,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"University of Nicosia; University of Cyprus; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Cyprus University of Technology; Lunds Universitet; Universität Basel; National Science Foundation","keywords":"Mental health; Psychological intervention; Pandemic; Population; Public health; Depression (economics); Psychology; Flexibility (engineering); Gerontology; Medicine; Environmental health; Coronavirus disease 2019 (COVID-19); Psychiatry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010888,0.0003638037,0.000256455,0.001155233,0.0007785247,0.0009278971,0.0003210093,0.0005616209,0.002005641],"category_scores_gemma":[0.001793328,0.000247552,0.0004469734,0.001422875,0.0009839485,0.001163103,0.00157975,0.001042667,0.0002749777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005272871,"about_ca_system_score_gemma":0.0005702589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008109241,"about_ca_topic_score_gemma":0.009128505,"domain_scores_codex":[0.9995295,0.0001808306,0.00004590292,0.0000612153,0.00004400398,0.0001386656],"domain_scores_gemma":[0.9982906,0.0003231205,0.0006969998,0.0001080478,0.0001337956,0.0004474381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001092294,0.0002199604,0.9897578,0.00008158849,0.00004870468,0.0002438825,0.003913871,0.00002837597,0.0001636869,0.0001228733,0.0004186901,0.004891247],"study_design_scores_gemma":[0.000008036373,0.0002289807,0.988912,0.00007828459,0.0000186154,0.0002465989,0.009798381,0.00005384394,0.00003029805,0.00003628253,0.0005814712,0.000007312904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976707,0.0004135243,0.00004308872,0.0001882609,0.00001460123,0.0000374785,0.0002522878,0.000001251649,0.001378629],"genre_scores_gemma":[0.9986213,0.0007063501,0.00006813798,0.0001457676,0.00002477127,0.00003622524,0.0002540182,0.00000147169,0.0001419489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008109241,"threshold_uncertainty_score":0.01612407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3781163480988788,"score_gpt":0.5128155966958339,"score_spread":0.134699248596955,"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."}}