{"id":"W3191427608","doi":"10.1186/s13643-021-01775-6","title":"Technological interventions for loneliness and social isolation among older adults: a scoping review protocol","year":2021,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Loneliness; Social isolation; PsycINFO; Psychological intervention; Medicine; Gerontology; Intervention (counseling); Isolation (microbiology); Social support; MEDLINE; Psychology; Nursing; Social psychology; Psychiatry","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009181908,0.0006614536,0.008079981,0.0002722836,0.0006822793,0.0001707232,0.0007929595,0.00105433,0.00009236991],"category_scores_gemma":[0.01123162,0.0004438288,0.00217345,0.001045017,0.000610303,0.0002367978,0.0002365596,0.0005048956,0.00005901483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002388416,"about_ca_system_score_gemma":0.0003818768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001217179,"about_ca_topic_score_gemma":0.0003027815,"domain_scores_codex":[0.9893394,0.004266082,0.004547307,0.0009129032,0.0004214197,0.0005128596],"domain_scores_gemma":[0.9939059,0.0008852989,0.004005553,0.0007321213,0.0003847199,0.00008641176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[2.810859e-7,0.0000404432,8.107575e-7,0.7669446,0.00005483345,0.000001759393,0.0002374586,6.57932e-10,2.037341e-9,0.001167844,0.0007648796,0.230787],"study_design_scores_gemma":[0.0001459701,0.00001380533,1.788362e-7,0.6653835,0.0009586858,0.00001189116,0.0002491486,9.55186e-7,1.077577e-8,0.00002945076,0.3329201,0.0002863136],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[2.852502e-8,0.5744582,0.003111299,0.0001488149,0.00008535201,0.4219595,0.00001108262,0.0001794964,0.0000461448],"genre_scores_gemma":[1.613769e-7,0.5316212,0.0007521348,0.00002747026,0.00009166366,0.4673084,0.00003324147,0.00003081072,0.0001348554],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3321552,"threshold_uncertainty_score":0.9998013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1383254221979248,"score_gpt":0.4740132158696329,"score_spread":0.3356877936717081,"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."}}