{"id":"W4210557705","doi":"10.1007/s11606-021-07339-7","title":"Impact of Spousal Death on Healthcare Costs and Use Among Medicare Beneficiaries: NHATS 2011–2017","year":2022,"lang":"en","type":"article","venue":"Journal of General Internal Medicine","topic":"Grief, Bereavement, and Mental Health","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Medicine; Spouse; Emergency department; Respondent; Acute care; Health care; Emergency medicine; Health and Retirement Study; Cause of death; Gerontology; Quarter (Canadian coin); Ambulatory care; Demography; Family medicine; Psychiatry; Disease; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009905084,0.0003181809,0.0003228078,0.001235125,0.0007803094,0.001272834,0.001002019,0.001155758,0.002625583],"category_scores_gemma":[0.00338196,0.0003931177,0.001684726,0.001958624,0.000362014,0.001318774,0.002068151,0.002334318,0.0005299523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002357266,"about_ca_system_score_gemma":0.002839685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3056805,"about_ca_topic_score_gemma":0.4766361,"domain_scores_codex":[0.9990086,0.0001714444,0.000150522,0.0001181568,0.0001896624,0.0003616153],"domain_scores_gemma":[0.997282,0.0001932601,0.001233099,0.0000937428,0.0004651338,0.0007327527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001338733,0.00006664482,0.9959776,0.000029684,0.0002004881,0.00004923013,0.0001068706,0.0001317399,0.00003140486,0.00004985886,0.002057845,0.001164799],"study_design_scores_gemma":[0.000004301083,0.00001565218,0.9987705,0.00002403341,0.00004273641,0.00003731378,0.0003649942,0.000127124,0.00001895822,0.00001144569,0.0005774147,0.000005413423],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666421,0.001095812,0.00005732464,0.001643324,0.0001191095,0.00001988834,0.02887695,0.00001064048,0.001534895],"genre_scores_gemma":[0.9706506,0.0007252666,0.00008559933,0.0004885503,0.00008929421,0.00003632321,0.0260903,0.000009429419,0.001824516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3056805,"threshold_uncertainty_score":0.6078026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06052526627424071,"score_gpt":0.4094475448374565,"score_spread":0.3489222785632158,"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."}}