{"id":"W4205345213","doi":"10.1371/journal.pone.0261609","title":"The COVID-19 alcohol paradox: British household purchases during 2020 compared with 2015-2019","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"Medical Research Council; National Institute for Health and Care Research","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Betacoronavirus; Coronavirus Infections; Pandemic; Medicine; Virology; Internal medicine; Outbreak","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":[],"consensus_categories":[],"category_scores_codex":[0.000641207,0.0001917707,0.0004894261,0.0001230968,0.001011968,0.0002294414,0.0006020559,0.0000487184,0.0007149171],"category_scores_gemma":[0.0005929921,0.0002191245,0.00008453565,0.0004362755,0.0001264463,0.0001885252,0.0003136476,0.00040529,0.0001669697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006270548,"about_ca_system_score_gemma":0.0001462442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002401913,"about_ca_topic_score_gemma":0.0003932042,"domain_scores_codex":[0.9981122,0.00005238848,0.0005311388,0.0005415246,0.0001932748,0.0005694943],"domain_scores_gemma":[0.9983251,0.0003313368,0.000382516,0.0006484262,0.00002336891,0.0002892549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001105274,0.003795106,0.7446918,0.0005282561,0.001945898,0.0007908454,0.002972498,0.01758978,0.0009981802,0.004960103,0.2203961,0.000226088],"study_design_scores_gemma":[0.01741919,0.00108276,0.2362323,0.000192317,0.0002569913,0.0005519792,0.001024842,0.006983454,0.0009909195,0.01184314,0.7203244,0.003097683],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784977,0.005039517,0.0001082383,0.01250074,0.0001423378,0.0007465965,0.001509562,0.0002149626,0.001240294],"genre_scores_gemma":[0.9902987,0.0006772132,0.0001148248,0.003411932,0.0001515045,0.0002139336,0.00005352376,0.00005641941,0.005021887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5084595,"threshold_uncertainty_score":0.8935636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1090014485733429,"score_gpt":0.2483876946961862,"score_spread":0.1393862461228433,"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."}}