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1.
J Bone Joint Surg Am ; 105(3): 214-222, 2023 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-36723465

RESUMO

BACKGROUND: Spine surgery has demonstrated cost-effectiveness in reducing pain and restoring function, but the impact of spine surgery relative to nonsurgical care on longer-term outcomes has been less well described. Our objective was to compare single-level surgical treatment for lumbar stenosis, with or without spondylolisthesis, and nonsurgical treatment with respect to patient mortality, resource utilization, and health-care payments over the first 2 years following initial treatment. METHODS: A retrospective review of the Medicare National Database Fee for Service Files from 2011 to 2017 was performed. A 2-year prediction of mortality risk (risk stratification index, RSI) was used as a measure of patient baseline health. Patients (88%) were matched by RSI and demographics. Mortality, spine-related health-care utilization, and 2-year total Medicare payments for patients undergoing surgical treatment were compared with matched patients undergoing nonsurgical treatment. RESULTS: We identified 61,534 patients with stenosis alone and 83,813 with stenosis and spondylolisthesis. Surgical treatment was associated with 28% lower 2-year mortality compared with matched patients undergoing nonsurgical treatment. Total Medicare payments were significantly lower for patients with stenosis alone undergoing laminectomy alone and for patients with stenosis and spondylolisthesis undergoing laminectomy with or without fusion compared with patients undergoing nonsurgical treatment. There was no significant difference in mortality when fusion or laminectomy was compared with combined fusion and laminectomy. However, laminectomy alone was associated with significantly lower 2-year payments when treating stenosis with or without spondylolisthesis. CONCLUSIONS: Surgical treatment for stenosis with or without spondylolisthesis within the Medicare population was associated with significantly lower mortality and total medical payments at 2 years compared with nonsurgical treatment, although residual confounding could have contributed to these findings. LEVEL OF EVIDENCE: Therapeutic Level III. See Instructions for Authors for a complete description of levels of evidence.


Assuntos
Fusão Vertebral , Estenose Espinal , Espondilolistese , Humanos , Idoso , Estados Unidos , Constrição Patológica , Espondilolistese/cirurgia , Espondilolistese/complicações , Estenose Espinal/cirurgia , Estenose Espinal/complicações , Vértebras Lombares/cirurgia , Resultado do Tratamento , Medicare , Laminectomia , Descompressão Cirúrgica
2.
Anesthesiology ; 138(3): 264-273, 2023 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-36538355

RESUMO

BACKGROUND: The authors previously reported a broad suite of individualized Risk Stratification Index 3.0 (Health Data Analytics Institute, Inc., USA) models for various meaningful outcomes in patients admitted to a hospital for medical or surgical reasons. The models used International Classification of Diseases, Tenth Revision, trajectories and were restricted to information available at hospital admission, including coding history in the previous year. The models were developed and validated in Medicare patients, mostly age 65 yr or older. The authors sought to determine how well their models predict utilization outcomes and adverse events in younger and healthier populations. METHODS: The authors' analysis was based on All Payer Claims for surgical and medical hospital admissions from Utah and Oregon. Endpoints included unplanned hospital admissions, in-hospital mortality, acute kidney injury, sepsis, pneumonia, respiratory failure, and a composite of major cardiac complications. They prospectively applied previously developed Risk Stratification Index 3.0 models to the younger and healthier 2017 Utah and Oregon state populations and compared the results to their previous out-of-sample Medicare validation analysis. RESULTS: In the Utah dataset, there were 55,109 All Payer Claims admissions across 40,710 patients. In the Oregon dataset, there were 21,213 admissions from 16,951 patients. Model performance on the two state datasets was similar or better than in Medicare patients, with an average area under the curve of 0.83 (0.71 to 0.91). Model calibration was reasonable with an R2 of 0.93 (0.84 to 0.97) for Utah and 0.85 (0.71 to 0.91) for Oregon. The mean sensitivity for the highest 5% risk population was 28% (17 to 44) for Utah and 37% (20 to 56) for Oregon. CONCLUSIONS: Predictive analytical modeling based on administrative claims history provides individualized risk profiles at hospital admission that may help guide patient management. Similar predictive performance in Medicare and in younger and healthier populations indicates that Risk Stratification Index 3.0 models are valid across a broad range of adult hospital admissions.


Assuntos
Hospitalização , Medicare , Adulto , Humanos , Idoso , Estados Unidos , Hospitais , Fatores de Risco , Medição de Risco
3.
Anesthesiology ; 137(6): 673-686, 2022 12 01.
Artigo em Inglês | MEDLINE | ID: mdl-36129680

RESUMO

BACKGROUND: Risk stratification helps guide appropriate clinical care. Our goal was to develop and validate a broad suite of predictive tools based on International Classification of Diseases, Tenth Revision, diagnostic and procedural codes for predicting adverse events and care utilization outcomes for hospitalized patients. METHODS: Endpoints included unplanned hospital admissions, discharge status, excess length of stay, in-hospital and 90-day mortality, acute kidney injury, sepsis, pneumonia, respiratory failure, and a composite of major cardiac complications. Patient demographic and coding history in the year before admission provided features used to predict utilization and adverse events through 90 days after admission. Models were trained and refined on 2017 to 2018 Medicare admissions data using an 80 to 20 learn to test split sample. Models were then prospectively tested on 2019 out-of-sample Medicare admissions. Predictions based on logistic regression were compared with those from five commonly used machine learning methods using a limited dataset. RESULTS: The 2017 to 2018 development set included 9,085,968 patients who had 18,899,224 inpatient admissions, and there were 5,336,265 patients who had 9,205,835 inpatient admissions in the 2019 validation dataset. Model performance on the validation set had an average area under the curve of 0.76 (range, 0.70 to 0.82). Model calibration was strong with an average R 2 for the 99% of patients at lowest risk of 1.00. Excess length of stay had a root-mean-square error of 0.19 and R 2 of 0.99. The mean sensitivity for the highest 5% risk population was 19.2% (range, 11.6 to 30.1); for positive predictive value, it was 37.2% (14.6 to 87.7); and for lift (enrichment ratio), it was 3.8 (2.3 to 6.1). Predictive accuracies from regression and machine learning techniques were generally similar. CONCLUSIONS: Predictive analytical modeling based on administrative claims history can provide individualized risk profiles at hospital admission that may help guide patient management. Similar results from six different modeling approaches suggest that we have identified both the value and ceiling for predictive information derived from medical claims history.


Assuntos
Hospitalização , Medicare , Humanos , Idoso , Estados Unidos/epidemiologia , Modelos Logísticos , Medição de Risco , Hospitais , Estudos Retrospectivos
4.
PLoS One ; 17(2): e0262264, 2022.
Artigo em Inglês | MEDLINE | ID: mdl-35108291

RESUMO

We estimated excess mortality in Medicare recipients in the United States with probable and confirmed Covid-19 infections in the general community and amongst residents of long-term care (LTC) facilities. We considered 28,389,098 Medicare and dual-eligible recipients from one year before February 29, 2020 through September 30, 2020, with mortality followed through November 30th, 2020. Probable and confirmed Covid-19 diagnoses, presumably mostly symptomatic, were determined from ICD-10 codes. We developed a Risk Stratification Index (RSI) mortality model which was applied prospectively to establish baseline mortality risk. Excess deaths attributable to Covid-19 were estimated by comparing actual-to-expected deaths based on historical (2017-2019) comparisons and in closely matched concurrent (2020) cohorts with and without Covid-19. Overall, 677,100 (2.4%) beneficiaries had confirmed Covid-19 and 2,917,604 (10.3%) had probable Covid-19. A total of 472,329 confirmed cases were community living and 204,771 were in LTC. Mortality following a probable or confirmed diagnosis in the community increased from an expected incidence of about 4.0% to actual incidence of 7.5%. In long-term care facilities, the corresponding increase was from 20.3% to 24.6%. The absolute increase was therefore similar at 3-4% in the community and in LTC residents. The percentage increase was far greater in the community (89.5%) than among patients in chronic care facilities (21.1%) who had higher baseline risk of mortality. The LTC population without probable or confirmed Covid-19 diagnoses experienced 38,932 excess deaths (34.8%) compared to historical estimates. Limitations in access to Covid-19 testing and disease under-reporting in LTC patients probably were important factors, although social isolation and disruption in usual care presumably also contributed. Remarkably, there were 31,360 (5.4%) fewer deaths than expected in community dwellers without probable or confirmed Covid-19 diagnoses. Disruptions to the healthcare system and avoided medical care were thus apparently offset by other factors, representing overall benefit. The Covid-19 pandemic had marked effects on mortality, but the effects were highly context-dependent.


Assuntos
COVID-19/mortalidade , Medicare/tendências , Idoso , Idoso de 80 Anos ou mais , COVID-19/economia , Feminino , Humanos , Incidência , Benefícios do Seguro/tendências , Assistência de Longa Duração/tendências , Masculino , Mortalidade , Fatores de Risco , SARS-CoV-2/patogenicidade , Instituições de Cuidados Especializados de Enfermagem/tendências , Estados Unidos
5.
JAMA Netw Open ; 4(5): e2111113, 2021 05 03.
Artigo em Inglês | MEDLINE | ID: mdl-34019086

RESUMO

Importance: Immunotherapy is now a cornerstone of treatment for advanced non-small cell lung cancer (NSCLC), but its uptake and effectiveness among older patients outside clinical trials remain poorly understood. Objective: To understand treatment patterns and evaluate the overall survival associated with checkpoint inhibitor immunotherapy, cytotoxic chemotherapy, and combined chemoimmunotherapy for older patients who have advanced NSCLC and Medicare coverage. Design, Setting, and Participants: This retrospective cohort study included Medicare-insured patients in the US aged 66 to 89 years who initiated first palliative-intent systemic therapy for lung cancer between January 1, 2016, and December 31, 2018. Survival follow-up continued through March 31, 2020. A total of 19 529 patients who had advanced lung cancer and were insured by a Medicare fee-for-service plan were included in the analysis. Exposures: Regimens included pembrolizumab monotherapy (n = 3079), combined platinum-based drug (ie, cisplatin or carboplatin [hereinafter, platinum]) and pemetrexed disodium (n = 5159), combined platinum and a taxane (ie, paclitaxel, nab-paclitaxel, or docetaxel) (n = 9866), and combined platinum, pemetrexed, and pembrolizumab (n = 1425), as ascertained using Medicare claims from the Centers for Medicare & Medicaid Services. Main Outcomes and Measures: The primary outcome was overall survival, which was measured using the restricted mean survival time (RMST) with propensity score adjustment for clinical and sociodemographic characteristics. Median survival was also reported for comparison with outcomes from registrational trials. Results: A total of 19 529 patients (54% male, 46% female; median age, 73.8 [interquartile range, 69.9-78.4] years) were identified for analysis. The uptake of pembrolizumab-containing regimens in the Medicare population was rapid, increasing from 0.7% of first-line treatments in the second quarter of 2016 to 42.4% in the third quarter of 2018. Patients who were older (≥70 years, 2484 [81%]), were female (1577 [51%]), and/or had higher Risk Stratification Index scores (highest quintile, 922 [30%]) were more likely to receive single-agent pembrolizumab than chemotherapy. After propensity score adjustment, pembrolizumab was associated with survival similar to platinum/pemetrexed (RMST difference, -0.2 [95% CI, -0.5 to 0.2] months) or platinum/taxane (RMST difference, -0.7 [95% CI, -1.0 to -0.4] months). Patients receiving platinum/pemetrexed/pembrolizumab chemoimmunotherapy also had adjusted survival similar to those receiving platinum/pemetrexed chemotherapy (RMST difference, 0.5 [95% CI, 0.1-0.9] months). The unadjusted median survival was 11.4 (95% CI, 10.5-12.3) months among patients receiving single-agent pembrolizumab, approximately 15 months shorter than observed among pembrolizumab-treated participants in the KEYNOTE-024 trial. The unadjusted median survival was 12.9 (95% CI, 11.8-14.0) months among patients receiving platinum/pemetrexed/pembrolizumab chemoimmunotherapy, approximately 10 months shorter than observed among platinum/pemetrexed/pembrolizumab-treated participants in the KEYNOTE-189 trial. Conclusions and Relevance: Immunotherapy has been incorporated rapidly into treatment for patients with advanced NSCLC. However, survival estimates in the Medicare population are much shorter than those reported in registrational trials. These results provide contemporary estimates of survival for older patients with advanced NSCLC treated in routine practice, facilitating patient-centered decision-making.


Assuntos
Anticorpos Monoclonais Humanizados/uso terapêutico , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Carcinoma Pulmonar de Células não Pequenas/tratamento farmacológico , Carcinoma Pulmonar de Células não Pequenas/mortalidade , Inibidores de Checkpoint Imunológico/sangue , Inibidores de Checkpoint Imunológico/uso terapêutico , Imunoterapia/métodos , Idoso , Idoso de 80 Anos ou mais , Hidrocarbonetos Aromáticos com Pontes/uso terapêutico , Carboplatina/uso terapêutico , Cisplatino/uso terapêutico , Estudos de Coortes , Feminino , Humanos , Masculino , Medicare/estatística & dados numéricos , Pemetrexede/uso terapêutico , Estudos Retrospectivos , Análise de Sobrevida , Taxoides/uso terapêutico , Estados Unidos
6.
Brain Stimul ; 8(4): 787-94, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26143022

RESUMO

BACKGROUND: Transcranial Magnetic Stimulation (TMS) customarily uses high-field electromagnets to achieve therapeutic efficacy in Major Depressive Disorder (MDD). Low-field magnetic stimulation also may be useful for treatment of MDD, with fewer treatment-emergent adverse events. OBJECTIVE/HYPOTHESIS: To examine efficacy, safety, and tolerability of low-field magnetic stimulation synchronized to an individual's alpha frequency (IAF) (synchronized TMS, or sTMS) for treatment of MDD. METHODS: Six-week double-blind sham-controlled treatment trial of a novel device that used three rotating neodymium magnets to deliver sTMS treatment. IAF was determined from a single-channel EEG prior to first treatment. Subjects had baseline 17-item Hamilton Depression Rating Scale (HamD17) ≥ 17. RESULTS: 202 subjects comprised the intent-to-treat (ITT) sample, and 120 subjects completed treatment per-protocol (PP). There was no difference in efficacy between active and sham in the ITT sample. Subjects in the PP sample (N = 59), however, had significantly greater mean decrease in HamD17 than sham (N = 60) (-9.00 vs. -6.56, P = 0.033). PP subjects with a history of poor response or intolerance to medication showed greater improvement with sTMS than did treatment-naïve subjects (-8.58 vs. -4.25, P = 0.017). Efficacy in the PP sample reflects exclusion of subjects who received fewer than 80% of scheduled treatments or were inadvertently treated at the incorrect IAF; these subgroups failed to separate from sham. There was no difference in adverse events between sTMS and sham, and no serious adverse events attributable to sTMS. CONCLUSIONS: Results suggest that sTMS may be effective, safe, and well tolerated for treating MDD when administered as intended.


Assuntos
Transtorno Depressivo Maior/terapia , Estimulação Magnética Transcraniana/métodos , Método Duplo-Cego , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Escalas de Graduação Psiquiátrica , Estimulação Magnética Transcraniana/efeitos adversos , Resultado do Tratamento
7.
Anesthesiology ; 116(6): 1195-203, 2012 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-22546967

RESUMO

BACKGROUND: Low mean arterial pressure (MAP) and deep hypnosis have been associated with complications and mortality. The normal response to high minimum alveolar concentration (MAC) fraction of anesthetics is hypotension and low Bispectral Index (BIS) scores. Low MAP and/or BIS at lower MAC fractions may represent anesthetic sensitivity. The authors sought to characterize the effect of the triple low state (low MAP and low BIS during a low MAC fraction) on duration of hospitalization and 30-day all-cause mortality. METHODS: Mean intraoperative MAP, BIS, and MAC were determined for 24,120 noncardiac surgery patients at the Cleveland Clinic, Cleveland, Ohio. The hazard ratios associated with combinations of MAP, BIS, and MAC values greater or less than a reference value were determined. The authors also evaluated the association between cumulative triple low minutes, and excess length-of-stay and 30-day mortality. RESULTS: Means (±SD) defining the reference, low, and high states were 87 ± 5 mmHg (MAP), 46 ± 4 (BIS), and 0.56 ± 0.11 (MAC). Triple lows were associated with prolonged length of stay (hazard ratio 1.5, 95% CI 1.3-1.7). Thirty-day mortality was doubled in double low combinations and quadrupled in the triple low group. Triple low duration ≥60 min quadrupled 30-day mortality compared with ≤15 min. Excess length of stay increased progressively from ≤15 min to ≥60 min of triple low. CONCLUSIONS: The occurrence of low MAP during low MAC fraction was a strong and highly significant predictor for mortality. When these occurrences were combined with low BIS, mortality risk was even greater. The values defining the triple low state were well within the range that many anesthesiologists tolerate routinely.


Assuntos
Anestesia por Inalação , Anestésicos Inalatórios/metabolismo , Monitores de Consciência , Hipotensão/mortalidade , Tempo de Internação , Alvéolos Pulmonares/fisiologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Anestesia Geral , Anestésicos Inalatórios/farmacocinética , Índice de Massa Corporal , Feminino , Mortalidade Hospitalar , Humanos , Hipotensão/complicações , Masculino , Pessoa de Meia-Idade , Valor Preditivo dos Testes , Modelos de Riscos Proporcionais , Adulto Jovem
8.
Anesthesiology ; 113(5): 1026-37, 2010 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-20966661

RESUMO

BACKGROUND: Hospitals are increasingly required to publicly report outcomes, yet performance is best interpreted in the context of population and procedural risk. We sought to develop a risk-adjustment method using administrative claims data to assess both national-level and hospital-specific performance. METHODS: A total of 35,179,507 patient stay records from 2001-2006 Medicare Provider Analysis and Review (MEDPAR) files were randomly divided into development and validation sets. Risk stratification indices (RSIs) for length of stay and mortality endpoints were derived from aggregate risk associated with individual diagnostic and procedure codes. Performance of RSIs were tested prospectively on the validation database, as well as a single institution registry of 103,324 adult surgical patients, and compared with the Charlson comorbidity index, which was designed to predict 1-yr mortality. The primary outcome was the C statistic indicating the discriminatory power of alternative risk-adjustment methods for prediction of outcome measures. RESULTS: A single risk-stratification model predicted 30-day and 1-yr postdischarge mortality; separate risk-stratification models predicted length of stay and in-hospital mortality. The RSIs performed well on the national dataset (C statistics for median length of stay and 30-day mortality were 0.86 and 0.84). They performed significantly better than the Charlson comorbidity index on the Cleveland Clinic registry for all outcomes. The C statistics for the RSIs and Charlson comorbidity index were 0.89 versus 0.60 for median length of stay, 0.98 versus 0.65 for in-hospital mortality, 0.85 versus 0.76 for 30-day mortality, and 0.83 versus 0.77 for 1-yr mortality. Addition of demographic information only slightly improved performance of the RSI. CONCLUSION: RSI is a broadly applicable and robust system for assessing hospital length of stay and mortality for groups of surgical patients based solely on administrative data.


Assuntos
Mortalidade Hospitalar , Tempo de Internação , Risco Ajustado/métodos , Idoso , Idoso de 80 Anos ou mais , Bases de Dados Factuais/normas , Feminino , Previsões , Hospitalização , Humanos , Masculino , Medicare/normas , Pessoa de Meia-Idade , Estudos Prospectivos , Distribuição Aleatória , Reprodutibilidade dos Testes , Risco Ajustado/normas , Estados Unidos
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