{"id":"W3194678382","doi":"10.1192/j.eurpsy.2021.107","title":"The COVID-19 pandemic in Russia: Effects on clinicians and mental health services","year":2021,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Telehealth; Pandemic; Coronavirus disease 2019 (COVID-19); Work (physics); Stressor; Medicine; Scale (ratio); Health care; Case fatality rate; Quarter (Canadian coin); Telemedicine; Psychology; Family medicine; Nursing; Psychiatry; Political science; Geography; Environmental health; Population","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":[0.003610465,0.0001910631,0.0002861772,0.0004523183,0.002811363,0.002042522,0.0006488449,0.001132008,0.003425926],"category_scores_gemma":[0.00909621,0.0002492235,0.0004033608,0.0007959532,0.001209386,0.001234206,0.003297622,0.001626256,0.0003240992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004252214,"about_ca_system_score_gemma":0.009212656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03941121,"about_ca_topic_score_gemma":0.04655123,"domain_scores_codex":[0.9954824,0.002728543,0.0001740957,0.0002277028,0.0005243605,0.0008628003],"domain_scores_gemma":[0.9915092,0.00211094,0.002015184,0.0002740899,0.0009509599,0.003139624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004360788,0.0004654645,0.8422062,0.0006854996,0.00008895214,0.002246982,0.03732229,0.0003897009,0.001029687,0.002350489,0.01545728,0.09732144],"study_design_scores_gemma":[0.00003736488,0.0003853823,0.8854492,0.0008532848,0.00005489611,0.000859732,0.09489332,0.000498992,0.0003203264,0.0008632788,0.01574066,0.00004342594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435644,0.002594486,0.0002754401,0.04459941,0.0003007195,0.00006814241,0.0004326872,0.00002264783,0.008142201],"genre_scores_gemma":[0.9946308,0.001501736,0.0002242146,0.002687263,0.00009282902,0.00005221767,0.0001382552,0.000006236678,0.0006663692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03941121,"threshold_uncertainty_score":0.07836366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02750254186079609,"score_gpt":0.3719506716749423,"score_spread":0.3444481298141462,"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."}}