{"id":"W4414379014","doi":"10.1101/2025.09.19.25335951","title":"Functional impact of long COVID among healthcare workers with comorbidities in Quebec, Canada","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université de Sherbrooke; Institut National de Santé Publique du Québec; Université Laval","funders":"","keywords":"Comorbidity; Coronavirus disease 2019 (COVID-19); Health care; Absenteeism; Chronic condition; Poisson regression; Pandemic; Functional impairment; Distress","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007710287,0.0004220194,0.0003797817,0.0008455073,0.00222694,0.001191282,0.001224212,0.0004251613,0.002685544],"category_scores_gemma":[0.00200721,0.0002303553,0.0005227363,0.002365232,0.0007195416,0.0003815888,0.0009047131,0.0007340284,0.0001682008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03309261,"about_ca_system_score_gemma":0.02905263,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9968671,"about_ca_topic_score_gemma":0.9980855,"domain_scores_codex":[0.999003,0.0001205772,0.00006835345,0.0001580327,0.0002341915,0.0004158326],"domain_scores_gemma":[0.9968455,0.0001905873,0.0006958668,0.00006695247,0.001255513,0.0009454986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004407609,0.00003175539,0.9934854,0.0000491846,0.00005612854,0.00006979683,0.0002279586,0.0001574473,0.000134923,0.00006925948,0.001857003,0.003817096],"study_design_scores_gemma":[0.000007980992,0.00002188435,0.9981092,0.00006721103,0.00002066636,0.00003152468,0.0006607821,0.000362035,0.00003718027,0.00001666417,0.0006562151,0.000008678368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979262,0.002796719,0.000329283,0.001430006,0.00005610678,0.00007850301,0.01267677,0.00002396267,0.00334666],"genre_scores_gemma":[0.9963187,0.000558985,0.0002051907,0.0002582588,0.00001330531,0.00002246869,0.001812686,0.000003867573,0.0008064471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03309261,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0185804460732026,"score_gpt":0.3010562496423713,"score_spread":0.2824758035691687,"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."}}