{"id":"W3127403933","doi":"","title":"Trends in pharmacotherapy for anxiety and depression during COVID-19: A north york area pilot study","year":2021,"lang":"en","type":"article","venue":"University of Toronto Medical Journal","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Anxiety; Medicine; Depression (economics); Mental health; Pandemic; Mood; Antidepressant; Pharmacy; Population; Coronavirus disease 2019 (COVID-19); Psychiatry; Benzodiazepine; Pharmacotherapy; Defined daily dose; Anti-Anxiety Agents; Logistic regression; Internal medicine; Drug; Family medicine; Environmental health; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0003739001,0.00008849833,0.0002099565,0.00006235453,0.0002366629,0.00000651818,0.0001592086,0.00005104316,0.00746778],"category_scores_gemma":[0.0000499648,0.00008897924,0.00005613656,0.00006512664,0.00005635476,0.00008535189,0.0000606853,0.0002125685,5.90999e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005792841,"about_ca_system_score_gemma":0.0004284722,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01216119,"about_ca_topic_score_gemma":0.09089718,"domain_scores_codex":[0.9988988,0.0001907236,0.0001764883,0.0002214397,0.0002861296,0.0002264196],"domain_scores_gemma":[0.9989667,0.0001188051,0.0001012526,0.0001033918,0.00003615668,0.0006736994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004850233,0.002881264,0.7563871,0.00008203609,0.0001429656,0.001069337,0.02732845,0.000005100927,0.0003412252,0.00001633231,0.005184127,0.2017118],"study_design_scores_gemma":[0.02081956,0.001124302,0.9114853,0.00006925115,0.00006116884,0.0003060199,0.02963357,0.00007568413,0.00002555989,0.0000135883,0.03622759,0.0001583845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946203,0.002481612,0.0008187057,0.0006608372,0.0003356848,0.0001437154,0.00001690523,0.0000127329,0.0009094595],"genre_scores_gemma":[0.9969091,0.001481573,0.0001265143,0.0006124973,0.0001207365,5.317131e-7,0.000005074422,0.000006273385,0.000737733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2015534,"threshold_uncertainty_score":0.9944169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0659913368089289,"score_gpt":0.3874148599415562,"score_spread":0.3214235231326273,"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."}}