{"id":"W4410718163","doi":"10.1016/j.jamda.2025.105687","title":"Cross-National Evidence on Risk of Death Associated with Loneliness: A Survival Analysis of 1-Year All-Cause Mortality among Older Adult Home Care Recipients in Canada, Finland, and Aotearoa | New Zealand","year":2025,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Medicine; Aotearoa; Loneliness; Gerontology; Cause of death; Demography; Internal medicine; Psychiatry; Disease","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":[0.003332915,0.0003411861,0.0005961901,0.002079485,0.001118853,0.001002123,0.0008210408,0.0004140151,0.00136168],"category_scores_gemma":[0.008654309,0.0002206419,0.001448093,0.002560079,0.000788246,0.0005599572,0.001285493,0.0004371258,0.00008672968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001727128,"about_ca_system_score_gemma":0.002864247,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5565968,"about_ca_topic_score_gemma":0.6760545,"domain_scores_codex":[0.9986155,0.0003975374,0.0001421646,0.0002383487,0.0003436961,0.0002627471],"domain_scores_gemma":[0.9919642,0.001589264,0.002849874,0.0005916338,0.001992603,0.001012324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001016356,0.000009527846,0.9970841,0.00006050406,0.0005186441,0.00003150491,0.0002050982,0.00004618198,0.00002407939,0.00002224243,0.0001028087,0.001793626],"study_design_scores_gemma":[0.000003799421,0.00001646014,0.9994066,0.00003684364,0.0001451953,0.0000255672,0.0001795577,0.00006113043,0.000009128411,0.000007360622,0.0001048744,0.000003614145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944924,0.002868849,0.0001367368,0.0001749921,0.00001658081,0.00001121356,0.001482491,0.000003945837,0.0008128014],"genre_scores_gemma":[0.998395,0.0007288989,0.0000830476,0.00003026831,0.00001005638,0.000007360181,0.0006750451,0.000001391826,0.00006893443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4434032,"threshold_uncertainty_score":0.8920289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02528283460061566,"score_gpt":0.3750796657378132,"score_spread":0.3497968311371975,"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."}}