{"id":"W4206021962","doi":"10.2196/preprints.21845","title":"Communication Technology Preferences of Hospitalized and Institutionalized Frail Older Adults During COVID-19 Confinement: Cross-Sectional Survey Study (Preprint)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"Universite Angers","keywords":"Loneliness; Medicine; Coronavirus disease 2019 (COVID-19); Preference; Cross-sectional study; Gerontology; Nursing homes; Family medicine; Nursing; Disease; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002264211,0.0004018245,0.0007523546,0.0005124349,0.001203019,0.0001647692,0.001770311,0.00109094,0.0008567878],"category_scores_gemma":[0.005800318,0.0004218692,0.0001115512,0.0006805224,0.002992484,0.0001793843,0.002924552,0.00122638,0.00001428188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003175722,"about_ca_system_score_gemma":0.001427857,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03672069,"about_ca_topic_score_gemma":0.03784219,"domain_scores_codex":[0.9953104,0.001135712,0.001087951,0.001271728,0.0008015955,0.000392624],"domain_scores_gemma":[0.9965589,0.0004983874,0.0008388848,0.001095301,0.0007653395,0.0002431601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002471197,0.0004984922,0.9766097,0.0002161943,0.0002501483,0.000003732008,0.01299479,0.00005667133,0.00002099308,0.008874319,0.00004713132,0.0001807186],"study_design_scores_gemma":[0.003731661,0.00008758098,0.9779115,0.0001055487,0.0000274036,0.000002144058,0.006933738,0.0000252769,0.0001083266,0.01039029,0.0002875481,0.0003889711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899133,0.0004419282,0.0003676867,0.002338537,0.0002763114,0.003762367,0.0002022169,0.0009623647,0.001735235],"genre_scores_gemma":[0.9976254,0.0006122966,0.0008733729,0.00006711717,0.00003142983,0.0004109104,0.0001776069,0.00002149679,0.0001803464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007712071,"threshold_uncertainty_score":0.9998233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05087217548293745,"score_gpt":0.3587182520224534,"score_spread":0.307846076539516,"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."}}