{"id":"W3111588798","doi":"10.1136/bmjopen-2020-043805","title":"Social, financial and psychological stress during an emerging pandemic: observations from a population survey in the acute phase of COVID-19","year":2020,"lang":"en","type":"article","venue":"BMJ Open","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Centre for Addiction and Mental Health; University of Toronto; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Children's Hospital of Eastern Ontario; McGill University; Ottawa Hospital; Royal Ottawa Mental Health Centre; Hôpital Rivière-des-Prairies; University of Ottawa","funders":"Norsk Institutt for Vannforskning; Centre for Addiction and Mental Health; Ottawa Hospital Research Institute; University of Ottawa","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Public health; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Epidemiology; Psychological stress; Population; Virology; Environmental health; Clinical psychology; Nursing; Internal medicine; Disease; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0007830524,0.00008693674,0.0002139477,0.00002915947,0.0001770205,0.00003269802,0.0003317729,0.00008757355,0.0001381447],"category_scores_gemma":[0.0001787424,0.000070914,0.00002349645,0.0002466772,0.00003462562,0.0001418207,0.0001185068,0.000144161,0.000002998542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005349993,"about_ca_system_score_gemma":0.0001055168,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0335021,"about_ca_topic_score_gemma":0.01638925,"domain_scores_codex":[0.9984109,0.0006745562,0.0003361188,0.0002971177,0.000121808,0.0001594642],"domain_scores_gemma":[0.9993556,0.000202204,0.0001521029,0.0001746612,0.0000143433,0.000101071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001435747,0.0003733436,0.9764616,0.00003509025,0.00001172519,0.00002110281,0.01817714,0.000004540059,0.0003207644,0.000477486,0.0006356068,0.002045802],"study_design_scores_gemma":[0.003036774,0.0001978427,0.9946836,0.00001161701,0.00001184945,0.000002314058,0.001185211,0.00004380282,0.000003902835,0.0004525222,0.0002834059,0.00008712802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931068,0.00002063497,0.0001296992,0.004192512,0.00006617229,0.001920029,0.0004832118,0.00001610433,0.0000647687],"genre_scores_gemma":[0.9941835,0.000008719036,0.00008854533,0.00492079,0.0001119022,0.0002081703,0.0004548153,0.000007179897,0.00001635804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01822198,"threshold_uncertainty_score":0.9729339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6523651452246033,"score_gpt":0.6104429712229719,"score_spread":0.04192217400163145,"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."}}