{"id":"W4220907839","doi":"10.1101/2022.03.08.22272057","title":"Physical, psychological and cognitive profile of post-COVID condition in healthcare workers, Quebec, Canada","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré universitaire de santé et de services sociaux de la Capitale-Nationale; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; McGill University; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean; Université Laval; Université de Montréal; Montreal Clinical Research Institute; BC Centre for Disease Control; Centres Intégré Universitaires de Santé et de Services Sociaux; Institut National de Santé Publique du Québec","funders":"Université de Montréal; Centre Hospitalier Universitaire de Québec; Ministère de la Santé; Ministère de la Santé et des Services sociaux; Université Laval","keywords":"Medicine; Cognition; Health care; Coronavirus disease 2019 (COVID-19); Depression (economics); Distress; Demography; Pediatrics; Psychiatry; Internal medicine; Clinical psychology; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0004879455,0.0003522664,0.0002678276,0.0008185519,0.001964357,0.0006713818,0.0007603702,0.0003929413,0.002422803],"category_scores_gemma":[0.001122349,0.0002401993,0.0002725774,0.0016907,0.0005572363,0.000240417,0.0004273943,0.0005151242,0.0002159398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009702578,"about_ca_system_score_gemma":0.008521779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9768155,"about_ca_topic_score_gemma":0.9837489,"domain_scores_codex":[0.9995152,0.00004561473,0.00003384069,0.00008715779,0.000123145,0.0001950198],"domain_scores_gemma":[0.9986094,0.00006685676,0.0003626503,0.00003318888,0.0005344489,0.0003934362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002039509,0.00002169358,0.9979923,0.00001862448,0.0000104182,0.0000487352,0.0001291848,0.00001887386,0.00009684991,0.00001011747,0.0005120636,0.001120738],"study_design_scores_gemma":[0.000002402727,0.00001932523,0.9994351,0.00001557972,0.00000383955,0.00003139827,0.0002738709,0.00004680653,0.0000128772,0.00000357199,0.0001531944,0.000001999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991511,0.001011095,0.0001198118,0.0003347963,0.00001995282,0.00007418309,0.005141985,0.000008899699,0.001778167],"genre_scores_gemma":[0.9970784,0.0003611684,0.00010397,0.0001181418,0.000008960449,0.00002072448,0.001389354,0.000001695497,0.0009175578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02318454,"threshold_uncertainty_score":0.07039744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01896266404807337,"score_gpt":0.3436365400110356,"score_spread":0.3246738759629622,"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."}}