{"id":"W4388522321","doi":"10.1093/geront/gnad155","title":"Perceptions of Hospital Care for Persons With Dementia During the COVID-19 Pandemic: A Social Media Sentiment Analysis","year":2023,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut du Savoir Montfort; Bell (Canada); University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Dementia; Social media; Perception; 2019-20 coronavirus outbreak; Sentiment analysis; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Medicine; Virology; Computer science; Neuroscience; World Wide Web; Internal medicine; Disease; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000503412,0.0001268501,0.0003000752,0.0001034419,0.002429844,0.00001102941,0.0002653913,0.0001035068,0.0002168694],"category_scores_gemma":[0.0001438449,0.00006751028,0.0002325476,0.0005915827,0.000321835,0.00002772642,0.00008479981,0.0002026366,0.00001942445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002369186,"about_ca_system_score_gemma":0.0001871595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001450511,"about_ca_topic_score_gemma":0.01713678,"domain_scores_codex":[0.9985953,0.0002802319,0.0002705111,0.000213715,0.0002191601,0.0004210988],"domain_scores_gemma":[0.9984933,0.0008098863,0.0002122983,0.0002958593,0.0001208429,0.00006779044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002420811,0.00005156051,0.4325386,0.0002916906,0.001329878,0.000003218369,0.537187,0.0001169839,0.0001236228,0.0002286395,0.02734234,0.0005443353],"study_design_scores_gemma":[0.0008889064,0.00008337609,0.4680787,0.00001016749,0.001985406,0.000001067144,0.5250148,0.00003327572,0.000003733796,0.00006812168,0.003708535,0.0001239172],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889297,0.000343768,0.0007397743,0.00803244,0.0004126188,0.0008315297,0.000320965,0.0001530089,0.000236124],"genre_scores_gemma":[0.9983074,0.00003501511,0.00007270888,0.0001002633,0.0002543441,0.0003556339,0.0001310947,0.00001349907,0.0007300166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03554013,"threshold_uncertainty_score":0.9988689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07843788317678443,"score_gpt":0.4071490271165162,"score_spread":0.3287111439397318,"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."}}