{"id":"W4200474037","doi":"10.1093/geroni/igab046.3346","title":"Technology and Social Isolation, Loneliness, and Health Inequities Among Older Adults","year":2021,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Loneliness; Social isolation; Gerontology; Psychological intervention; Social support; Social distance; Isolation (microbiology); Psychology; Psychological resilience; Pandemic; Population; Medicine; Environmental health; Disease; Social psychology; Coronavirus disease 2019 (COVID-19); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002270215,0.000318659,0.0007081021,0.004974661,0.0006800159,0.001943494,0.0003579565,0.0007022979,0.00456258],"category_scores_gemma":[0.01156819,0.0001594364,0.001679731,0.004332792,0.0007261363,0.00204105,0.001333366,0.0007331043,0.0001579742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001414554,"about_ca_system_score_gemma":0.002303219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006191808,"about_ca_topic_score_gemma":0.009366609,"domain_scores_codex":[0.9987485,0.0005287104,0.0002774264,0.0001040662,0.0002397582,0.0001014888],"domain_scores_gemma":[0.9917699,0.005322562,0.001934196,0.0001162583,0.0005347827,0.000322361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004749616,0.0005211321,0.2519699,0.2327521,0.00685024,0.001044276,0.01446387,0.0009107164,0.0004276901,0.03044545,0.01746575,0.4426739],"study_design_scores_gemma":[0.0001989408,0.0008804605,0.5610368,0.2664365,0.009506794,0.001598337,0.02397207,0.001408287,0.0005486257,0.02043244,0.1137843,0.000196363],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2783629,0.6691979,0.001325294,0.01766931,0.0009071337,0.0004817944,0.004542123,0.00003248484,0.027481],"genre_scores_gemma":[0.7825578,0.2125762,0.00124406,0.001611184,0.0002393345,0.0003492391,0.0007033226,0.000004506754,0.0007143503],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006191808,"threshold_uncertainty_score":0.01526338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03172186841810615,"score_gpt":0.3557994715734717,"score_spread":0.3240776031553655,"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."}}