{"id":"W3187630655","doi":"10.1038/s41562-021-01173-x","title":"A multi-country test of brief reappraisal interventions on emotions during the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"Nature Human Behaviour","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":151,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal; University of the Fraser Valley; Wilfrid Laurier University; Simon Fraser University; Concordia University","funders":"Division of Social and Economic Sciences; National Institute of Mental Health; Japan Society for the Promotion of Science; Leibniz-Gemeinschaft; National Institutes of Health; Agentúra na Podporu Výskumu a Vývoja; National Cancer Institute; Knut och Alice Wallenbergs Stiftelse; Università degli Studi di Padova; Ministero dell’Istruzione, dell’Università e della Ricerca; Eesti Teadusagentuur; Office of Science; U.S. Department of Energy; Huo Family Foundation; Association for Psychological Science; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Harvard University; Dipartimenti di Eccellenza; Australian Research Council; Univerzita Karlova v Praze; Agence Nationale de la Recherche; Harvard Business School; Wisconsin Alumni Research Foundation; Institute for Quantitative Social Science, Harvard University; Amazon Web Services; National Science Foundation","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Test (biology); Psychological intervention; Psychology; Medicine; Virology; Psychiatry; Biology; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001941498,0.000157466,0.0001765609,0.0000798098,0.0004940505,0.00003027905,0.0002181415,0.0002670484,0.001544353],"category_scores_gemma":[0.0001660923,0.0001248229,0.0002598044,0.0002493667,0.0001045961,0.00003367674,0.00006014676,0.0008715825,0.00004152444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006692382,"about_ca_system_score_gemma":0.00008060275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007683337,"about_ca_topic_score_gemma":0.0006035035,"domain_scores_codex":[0.9987352,0.0001054891,0.0003490308,0.0003443666,0.0002419303,0.0002240124],"domain_scores_gemma":[0.9992257,0.0001087685,0.0001374469,0.0003146055,0.00009921891,0.0001142899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004236526,0.004291297,0.9326153,0.0001580642,0.0001231763,0.00009828959,0.002231076,0.000005696305,0.00381499,0.02787052,0.0284371,0.0003120516],"study_design_scores_gemma":[0.001260326,0.00003621294,0.9799889,0.0001973642,0.0000460341,0.0001019845,0.0004583522,2.549607e-7,0.00003434841,0.0001344068,0.01760259,0.0001392149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901495,0.0006290388,0.00005249419,0.002139294,0.001892363,0.0002413474,0.0003333518,0.00009740369,0.004465186],"genre_scores_gemma":[0.9853814,0.00002427302,0.00005336499,0.001592831,0.0003574359,0.00001873813,0.0001967263,0.0000179513,0.01235732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04737355,"threshold_uncertainty_score":0.9993684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06311526451179869,"score_gpt":0.3939361758066122,"score_spread":0.3308209112948135,"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."}}