{"id":"W4390081725","doi":"10.1093/geroni/igad104.1849","title":"A SYSTEMATIC REVIEW OF MEASURES OF SOCIAL CONNECTION FOR PEOPLE LIVING IN LONG-TERM CARE HOMES: THE SONNET STUDY","year":2023,"lang":"en","type":"review","venue":"Innovation in Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Rehabilitation Institute; University Health Network","funders":"","keywords":"Quality of life (healthcare); Psychology; Construct (python library); Connection (principal bundle); Quality (philosophy); Reliability (semiconductor); Construct validity; Systematic review; Long-term care; Applied psychology; Gerontology; Medicine; MEDLINE; Computer science; Psychometrics; Clinical psychology; Psychiatry; Psychotherapist; Mathematics","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":[0.02141583,0.00162588,0.009814904,0.0189667,0.001114181,0.003354688,0.002415003,0.002011877,0.004947892],"category_scores_gemma":[0.1037999,0.001108849,0.009479855,0.01842336,0.001408402,0.003555265,0.00263618,0.001453611,0.000368674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007213219,"about_ca_system_score_gemma":0.0199457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01445127,"about_ca_topic_score_gemma":0.04769597,"domain_scores_codex":[0.9718665,0.01009253,0.01156493,0.001521926,0.004451481,0.0005026457],"domain_scores_gemma":[0.914406,0.06100496,0.01445163,0.001392583,0.00811687,0.0006279329],"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":[0.0001542462,0.00001410699,0.001293813,0.9665237,0.007826632,0.0000727987,0.0002926701,0.00006214297,0.00006680346,0.0002128487,0.001279292,0.02220084],"study_design_scores_gemma":[0.0001751387,0.0001264003,0.005900473,0.9443469,0.03856967,0.0001620691,0.0003480292,0.00005198791,0.00008494959,0.0002145214,0.009986339,0.00003355289],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002301422,0.9941819,0.0002856527,0.0004057846,0.0001583029,0.0009366026,0.001292231,0.000012665,0.0004253547],"genre_scores_gemma":[0.03383799,0.95898,0.001880164,0.0008556771,0.0001032058,0.003213513,0.0009316081,0.00001356511,0.0001842101],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02141583,"threshold_uncertainty_score":0.1132591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1327555823691899,"score_gpt":0.4709722541762917,"score_spread":0.3382166718071018,"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."}}