{"id":"W3113547860","doi":"10.20944/preprints202012.0779.v1","title":"Risk Factors for Social Isolation Among Older Adults in Long Term Care: A Scoping Review","year":2020,"lang":"en","type":"review","venue":"Preprints.org","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Social isolation; Isolation (microbiology); Long-term care; Gerontology; Thematic analysis; Social risk; Psychology; Medicine; Environmental health; Qualitative research; Sociology; 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":[0.006637185,0.001183802,0.003303615,0.01175526,0.001026424,0.002849221,0.001365779,0.002059723,0.002834785],"category_scores_gemma":[0.03510797,0.0007749097,0.003990312,0.00964696,0.0008627463,0.002353083,0.001782985,0.001279432,0.0003171373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003031193,"about_ca_system_score_gemma":0.01256729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115364,"about_ca_topic_score_gemma":0.02327137,"domain_scores_codex":[0.9958652,0.00123713,0.001377509,0.0003329988,0.001008394,0.0001788268],"domain_scores_gemma":[0.9763866,0.01781053,0.003135834,0.0002215547,0.002190966,0.0002545516],"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":[0.00007695652,0.00004822443,0.003009516,0.7378441,0.002775454,0.0001769969,0.001204177,0.0001511283,0.0001125335,0.000979118,0.005489472,0.2481323],"study_design_scores_gemma":[0.0000225683,0.00006881783,0.005924796,0.9540972,0.008028615,0.0004191136,0.001041713,0.0000631911,0.00007969765,0.0004575032,0.0297656,0.00003119293],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005756479,0.9985467,0.00007639062,0.0002616156,0.00009661313,0.00008278163,0.0000655037,0.000002887478,0.0002919732],"genre_scores_gemma":[0.004641222,0.9946769,0.0001981068,0.0001676348,0.0000499824,0.0001387226,0.00006591086,0.000001319635,0.00006010702],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01175526,"threshold_uncertainty_score":0.03510123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1767966328849434,"score_gpt":0.4890872888852017,"score_spread":0.3122906560002583,"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."}}