{"id":"W4413773207","doi":"10.1186/s12877-025-06301-0","title":"Linguistic factors and COVID-19 outcomes among long-term care residents in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; Université de Montréal; Laurentian University; Institut du Savoir Montfort; Ottawa Hospital; Bruyère; University of Ottawa","funders":"Institut du savoir Montfort-Recherche","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Term (time); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Long-term care; Rehabilitation; MEDLINE; Pandemic; Coronavirus Infections; Gerontology; Family medicine; Nursing; Physical therapy; Virology; Pathology","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":[0.0004930024,0.0003094616,0.0002832837,0.0009039884,0.002460129,0.0009276133,0.0008412905,0.0002695632,0.001495334],"category_scores_gemma":[0.001686483,0.0002130904,0.0003816962,0.002229137,0.0006485055,0.0003437677,0.0008339281,0.0004863968,0.0001568864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0147914,"about_ca_system_score_gemma":0.01520358,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9800246,"about_ca_topic_score_gemma":0.990339,"domain_scores_codex":[0.9994677,0.00003507738,0.00004036727,0.00007783021,0.0001546046,0.0002244076],"domain_scores_gemma":[0.9979914,0.00007351837,0.0005877368,0.00004825749,0.0007751936,0.0005238619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002242368,0.000009897542,0.998358,0.00001292612,0.00001231076,0.00005190998,0.0003400359,0.00002078754,0.00004730746,0.0000146184,0.0003605731,0.0007492416],"study_design_scores_gemma":[0.000002899827,0.00001206422,0.9987398,0.00002475881,0.000009231736,0.00003590322,0.0007732518,0.00005913613,0.00001460412,0.000009123652,0.0003156965,0.00000344448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956825,0.0004688225,0.00005751367,0.0002336878,0.000009303247,0.00002672161,0.002228923,0.000004920458,0.001287741],"genre_scores_gemma":[0.9981892,0.0002849686,0.00007553547,0.00007420006,0.000005855625,0.00001708774,0.0009444316,0.000002115576,0.0004066514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01997536,"threshold_uncertainty_score":0.1073196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03926948915384948,"score_gpt":0.3693418322425544,"score_spread":0.3300723430887049,"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."}}