{"id":"W3209850457","doi":"10.1136/oem-2021-epi.34","title":"O-168 COVID-19 infection and mental wellness in a Canadian cohort study of healthcare workers","year":2021,"lang":"en","type":"article","venue":"Oral Presentations","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Health care; Personal protective equipment; Cohort; Pandemic; Odds ratio; Infection control; Family medicine; Cohort study; Mental health; Coronavirus disease 2019 (COVID-19); Internal medicine; Psychiatry; Surgery; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000226193,0.00008278083,0.0001569627,0.0002135217,0.000182102,0.00001488576,0.00004374078,0.00005698572,0.0005580974],"category_scores_gemma":[0.00005071167,0.00009455873,0.00002168442,0.0004840835,0.00004499893,0.00007517519,0.00003054017,0.0001268085,0.00001285342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005166883,"about_ca_system_score_gemma":0.001172487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9769645,"about_ca_topic_score_gemma":0.9914871,"domain_scores_codex":[0.9987569,0.0003320927,0.0002452795,0.0002742655,0.0001252525,0.0002662427],"domain_scores_gemma":[0.9992117,0.00009717303,0.0000538383,0.0001865692,0.00003062393,0.000420152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003616236,0.000345119,0.9847608,0.00005850493,0.00002954948,0.00004781217,0.01004835,0.0000291141,0.000007181508,0.0008002614,0.0022945,0.001542593],"study_design_scores_gemma":[0.001264948,0.0001189617,0.9660784,0.000008044721,0.00001508356,0.00001374992,0.02272054,0.00002460938,0.000008845843,0.0001064803,0.009563292,0.00007707145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910612,0.0001645295,0.00001938103,0.005245633,0.0004967509,0.0009842282,0.00005885549,0.00001738544,0.001952],"genre_scores_gemma":[0.9980212,0.00003121957,0.00001300632,0.0008815574,0.00002117625,0.0001541327,0.0001081594,0.00000968165,0.0007598659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01868247,"threshold_uncertainty_score":0.6110775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08499359116289879,"score_gpt":0.4731450600417303,"score_spread":0.3881514688788315,"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."}}