{"id":"W4206010444","doi":"10.1186/s12877-021-02718-5","title":"Resident loneliness, social isolation and unplanned emergency department visits from supportive living facilities: a population-based study in Alberta, Canada","year":2022,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Public Health Ontario; Health Sciences Centre; Alberta Health Services; Women's College Hospital; University of Toronto; Sunnybrook Health Science Centre; University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"Loneliness; Medicine; Emergency department; Social isolation; Gerontology; Population; Health care; Demography; Environmental health; Nursing; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0006366331,0.0004562687,0.0004173088,0.001599487,0.002799545,0.00133037,0.001346585,0.0004329638,0.00124703],"category_scores_gemma":[0.001027728,0.0004179344,0.0005010243,0.003759585,0.0007882284,0.0003997262,0.0009492235,0.0006075879,0.0001843219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01654784,"about_ca_system_score_gemma":0.01722428,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9905139,"about_ca_topic_score_gemma":0.9944218,"domain_scores_codex":[0.9992319,0.00004973566,0.00004545799,0.0001249598,0.0002996848,0.0002481131],"domain_scores_gemma":[0.9989629,0.0000500608,0.0002084337,0.00003751566,0.0003572013,0.0003839025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003643025,0.00004481677,0.9964634,0.00002496226,0.00003698772,0.0001112947,0.0007209443,0.00005385542,0.00009909109,0.00003193823,0.0005632799,0.001813103],"study_design_scores_gemma":[0.000005269475,0.00001839692,0.998542,0.00002178271,0.00001587305,0.00004474029,0.0009717222,0.0001221502,0.00001296301,0.00000929688,0.0002301273,0.000005700813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955801,0.000598894,0.0001055912,0.0001540275,0.000009863256,0.00006062398,0.002336353,0.00000874187,0.00114588],"genre_scores_gemma":[0.9975219,0.0004629844,0.0001603837,0.0001081954,0.000007214428,0.00002542275,0.001125981,0.000003228037,0.0005846201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01654784,"threshold_uncertainty_score":0.1200635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02984267771095033,"score_gpt":0.3294054478043071,"score_spread":0.2995627700933567,"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."}}