{"id":"W3094923102","doi":"10.3389/fpsyt.2020.574676","title":"Depression, Environmental Reward, Coping Motives and Alcohol Consumption During the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; York University; University of Toronto","funders":"Canada Research Chairs","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Coping (psychology); 2019-20 coronavirus outbreak; Alcohol consumption; Psychology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychiatry; Depression (economics); Consumption (sociology); Clinical psychology; Environmental health; Medicine; Alcohol; Virology; Sociology; Economics; Disease; Biology; Infectious disease (medical specialty); Internal medicine; Outbreak","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":[0.0002188948,0.0001717166,0.0002037852,0.00007813935,0.0002694099,0.0000172529,0.0001839209,0.0001281724,0.0002394824],"category_scores_gemma":[0.00002793286,0.0001446319,0.00005092282,0.0001012775,0.0001936611,0.00008033888,0.00009099353,0.0003468434,0.00003880672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002866817,"about_ca_system_score_gemma":0.00009633049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001094467,"about_ca_topic_score_gemma":0.00004864955,"domain_scores_codex":[0.9985186,0.0002163776,0.0002992514,0.0004902961,0.0001449592,0.0003304456],"domain_scores_gemma":[0.9992924,0.00006559908,0.0001143768,0.0002407864,0.000001872583,0.000284954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003544841,0.00005852351,0.9621394,0.0001787603,0.00003182709,0.000007098316,0.004942212,0.0000135351,0.0001064924,0.00005727604,0.03036147,0.001748889],"study_design_scores_gemma":[0.003042469,0.00006278695,0.9678004,0.00003620728,0.00002394298,0.00005134051,0.005771147,0.00006539584,0.000007791884,0.0004457085,0.02249066,0.0002021416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720525,0.01458024,0.002753129,0.004938659,0.004781438,0.0005560144,0.00004516784,0.00008424024,0.0002086146],"genre_scores_gemma":[0.9839107,0.001165937,0.0008234425,0.0135914,0.0002557801,0.00006091197,0.0000156158,0.00002444937,0.0001517051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0134143,"threshold_uncertainty_score":0.5897918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05460730500562025,"score_gpt":0.3577351330403933,"score_spread":0.303127828034773,"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."}}