{"id":"W4323912584","doi":"10.2196/40103","title":"The Relationship Between Insufficient Vision and Technology Access and Use Among Hospitalized Adults at an Urban Academic Hospital: Observational Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; Chicago Center for Diabetes Translation Research; Nutrition Obesity Research Center, University of North Carolina; National Institute on Aging; University of Chicago","keywords":"eHealth; Observational study; Medicine; Health literacy; Descriptive statistics; Psychological intervention; Literacy; Visual acuity; Gerontology; Family medicine; Health care; Psychology; Nursing; Ophthalmology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001659022,0.0002432909,0.0006012239,0.001005445,0.0007830305,0.0008910384,0.0006338853,0.0005288502,0.00150744],"category_scores_gemma":[0.004362599,0.0004118312,0.0006239899,0.002161157,0.0004578404,0.0009488224,0.00116951,0.001004601,0.0002078736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009710186,"about_ca_system_score_gemma":0.00119867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0168378,"about_ca_topic_score_gemma":0.02028343,"domain_scores_codex":[0.9982921,0.0004785705,0.0003679429,0.0002559254,0.0003156994,0.0002896994],"domain_scores_gemma":[0.9943861,0.0009316395,0.002944959,0.0003324478,0.0004895685,0.0009152704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000673243,0.0001283976,0.998965,0.00002285355,0.00003767691,0.00002800452,0.0001802592,0.00001117461,0.00004058059,0.000005928785,0.0001051692,0.0004076513],"study_design_scores_gemma":[0.00001658248,0.0002534328,0.9985849,0.00001614697,0.00002759926,0.00007298405,0.0007890619,0.00009897918,0.00002303988,0.000006223395,0.0001070446,0.000003989401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990037,0.0001087651,0.0000483761,0.00003939916,0.000002641305,0.00004295161,0.0005655669,0.000002288817,0.0001863809],"genre_scores_gemma":[0.9990371,0.00009557236,0.00009851874,0.00007387225,0.000009144944,0.00005559057,0.0005774383,0.000001394959,0.00005128701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0168378,"threshold_uncertainty_score":0.03347957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3079417758901816,"score_gpt":0.586553077564151,"score_spread":0.2786113016739694,"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."}}