{"id":"W4311878238","doi":"10.1186/s12877-022-03671-7","title":"Prevalence of sensory impairments in home care and long-term care using interRAI data from across Canada","year":2022,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta; University of Saskatchewan; Université de Montréal; Wilfrid Laurier University","funders":"Canadian Institutes of Health Research; Consortium canadien en neurodégénérescence associée au vieillissement","keywords":"Medicine; Demography; Hearing loss; Population; Cross-sectional study; Long-term care; Sensory loss; Gerontology; Pediatrics; Audiology; Environmental health; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001257505,0.00008774164,0.0001281611,0.00003748803,0.00015362,0.00002402536,0.0003381512,0.00002821984,0.00002096389],"category_scores_gemma":[0.0002192532,0.00009165793,0.00001724042,0.000220998,0.00004707091,0.0001201476,0.0007864626,0.0001301838,2.298034e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002982493,"about_ca_system_score_gemma":0.0003530323,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1293235,"about_ca_topic_score_gemma":0.06320761,"domain_scores_codex":[0.9986815,0.0001765179,0.0002314502,0.0004123815,0.0003029351,0.0001952327],"domain_scores_gemma":[0.9992144,0.0001770768,0.0000975018,0.0004318931,0.00003041304,0.00004868698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002512959,0.00002330827,0.9688424,0.000767515,0.000001014241,0.00002615582,0.007701638,0.000689481,0.02084027,4.915716e-7,0.000007939881,0.001074606],"study_design_scores_gemma":[0.0003865323,0.000065124,0.9933261,0.00003352388,0.000009042886,0.00001004785,0.003982449,0.00119347,0.0008557312,0.000003973571,0.00001462668,0.0001193725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962595,0.0008157364,0.00003074617,0.000006099261,0.0004837854,0.0002243449,0.002166563,0.00000913778,0.000004153513],"genre_scores_gemma":[0.9995595,0.00003428799,0.0002877722,0.00002508027,0.00002866295,0.000005411445,0.00003472927,0.000011216,0.00001332298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06611586,"threshold_uncertainty_score":0.9538864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06152998861909387,"score_gpt":0.3221909518242759,"score_spread":0.2606609632051821,"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."}}