{"id":"W4205646676","doi":"10.1186/s12874-021-01411-w","title":"COVID-19 impact on mental health","year":2022,"lang":"en","type":"article","venue":"BMC Medical Research Methodology","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Mental health; MEDLINE; Medicine; Pandemic; Psychology; Psychiatry; Virology; Political science; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001816322,0.0003310472,0.0003052497,0.001154723,0.0004938547,0.001093415,0.0005382446,0.0003630728,0.008338822],"category_scores_gemma":[0.01112644,0.0001327398,0.001009379,0.001938748,0.0003491328,0.0007830898,0.0019855,0.0009655443,0.001124223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001381335,"about_ca_system_score_gemma":0.001450353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04398552,"about_ca_topic_score_gemma":0.04804283,"domain_scores_codex":[0.9983669,0.0006447622,0.0001674225,0.0002472436,0.0002996776,0.0002739392],"domain_scores_gemma":[0.9920845,0.002358432,0.002955908,0.0005759372,0.001205578,0.0008196319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001353858,0.00007317099,0.958096,0.0002820914,0.0002149262,0.00007235612,0.000309391,0.001083749,0.00008082168,0.0006576066,0.01754976,0.02144466],"study_design_scores_gemma":[0.00001323113,0.00006416819,0.9848875,0.0002938463,0.00009806827,0.00008275372,0.0009406917,0.002291015,0.0001965227,0.0007573242,0.01035637,0.0000184798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7690875,0.002573561,0.00244575,0.008366632,0.0003659253,0.0002391665,0.1995672,0.0001705078,0.01718373],"genre_scores_gemma":[0.9358749,0.00138256,0.001736148,0.001017406,0.000213847,0.0002533265,0.05766425,0.00002618331,0.001831356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04398552,"threshold_uncertainty_score":0.08745897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7976202612181947,"score_gpt":0.73475158938297,"score_spread":0.06286867183522471,"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."}}