1
|
Roemer M, Schaefer MB, Pickens GT, Barrett ML. Estimating state-specific population-based hospitalization rates from in-state hospital discharge data. Health Serv Res 2023; 58:1314-1327. [PMID: 37602919 PMCID: PMC10622291 DOI: 10.1111/1475-6773.14216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/22/2023] Open
Abstract
OBJECTIVE To develop weights to estimate state population-based hospitalization rates for all residents of a state using only data from in-state hospitals which exclude residents treated in other states. DATA SOURCES AND STUDY SETTING Agency for Healthcare Research and Quality, Healthcare Cost and Utilization Project (HCUP), State Inpatient Databases (SID), 2018-2019, 47 states+DC. STUDY DESIGN We identified characteristics for patients hospitalized in each state differentiating movers (discharges for patients hospitalized outside state of residence) from stayers (discharges for patients hospitalized in state of residence) and created weights based on 2018 data informed by these characteristics. We calculated standard errors using a sampling framework and compared weight-based estimates against complete observed values for 2019. DATA COLLECTION/EXTRACTION METHODS SID are based on administrative billing records collected by hospitals, shared with statewide data organizations, and provided to HCUP. PRINCIPAL FINDINGS Of 34,186,766 discharged patients in 2018, 4.2% were movers. A higher share of movers (vs. stayers) lived in state border and rural counties; a lower share had discharges billed to Medicaid or were hospitalized for maternal/neonatal services. The difference between 2019 observed and estimated total discharges for all included states and DC was 9402 (mean absolute percentage error = 0.2%). We overestimated discharges with an expected payer of Medicaid, from the lowest income communities, and for maternal/neonatal care. We underestimated discharges with an expected payer of private insurance, from the highest income communities, and with injury diagnoses and surgical services. Estimates for most subsets were not within a 95% confidence interval, likely due to factors impossible to account for (e.g., hospital closures/openings, shifting consumer preferences). CONCLUSIONS The weights offer a practical solution for researchers with access to only a single state's data to account for movers when calculating population-based hospitalization rates.
Collapse
Affiliation(s)
- Marc Roemer
- Agency for Healthcare Research and QualityRockvilleMarylandUSA
| | - Mary Beth Schaefer
- Affiliation at time of study: IBMSanta BarbaraCaliforniaUSA
- Present address:
American Society of Plastic SurgeonsArlington HeightsIllinoisUSA
| | | | | |
Collapse
|
2
|
Pickens GT, Moore B, Smith MW, McDermott KW, Mummert A, Karaca Z. Methods for estimating the cost of treat-and-release emergency department visits. Health Serv Res 2021; 56:953-961. [PMID: 34350589 DOI: 10.1111/1475-6773.13709] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Revised: 05/21/2021] [Accepted: 06/29/2021] [Indexed: 11/27/2022] Open
Abstract
OBJECTIVE To evaluate and compare approaches to estimating the service delivery cost of emergency department (ED) visits from total charge data only. DATA SOURCES The 2013-2017 Healthcare Cost and Utilization Project's (HCUP) State Emergency Department Databases (SEDD) and the Centers for Medicare and Medicaid Services Healthcare Cost Report Information System (HCRIS) public use files. STUDY DESIGN Compare a baseline approach (requiring cost-center-level charge detail) and four alternative methods (relying on total charges only) for estimating ED visit costs. Estimation errors are calculated after applying each method to a sample of ED visits, treating estimates from the baseline approach as the "true" cost. Performance metrics are calculated at the visit and hospital levels. DATA COLLECTION/EXTRACTION METHODS The charges, revenue center codes, and patient/hospital characteristics were extracted from the SEDD. Detailed costs and charges were extracted from HCRIS public use files. PRINCIPAL FINDINGS Baseline ("true") ED visit costs increased from $383 to $420 per visit between 2013 and 2017. Three methods performed comparatively well estimating mean cost per visit. The method using an overall cost-to-charge ratio (CCR) for all ancillary cost centers without regression adjustment (ANC-CCR) performed the worst, overestimating "true" costs by $63-$113 per visit. The other three methods, which used CCRs computed from selected cost centers, exhibited much smaller bias, with two of the methods yielding estimates within $2 of the "true" cost in 2017. Compared with ANC-CCR, the other three methods had more compact estimation error distributions. The estimated mean visit costs from all four methods have relatively small statistical variance, with 95% confidence intervals for mean cost in a hospital with 25,000 ED visits ranging between $4 and $7. CONCLUSIONS When cost-center-level charge detail for ED visits is unavailable, alternative methods relying on total ED charges can estimate ED service costs for patient and hospital segments.
Collapse
Affiliation(s)
| | - Brian Moore
- IBM Watson Health, Cambridge, Massachusetts, USA
| | | | | | | | - Zeynal Karaca
- Agency for Healthcare Research and Quality, Rockville, Maryland, USA
| |
Collapse
|
3
|
Bonis PA, Pickens GT, Rind DM, Foster DA. Association of a clinical knowledge support system with improved patient safety, reduced complications and shorter length of stay among Medicare beneficiaries in acute care hospitals in the United States. Int J Med Inform 2008; 77:745-53. [PMID: 18565788 DOI: 10.1016/j.ijmedinf.2008.04.002] [Citation(s) in RCA: 38] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2007] [Revised: 04/15/2008] [Accepted: 04/28/2008] [Indexed: 10/22/2022]
Abstract
BACKGROUND Electronic clinical knowledge support systems have decreased barriers to answering clinical questions but there is little evidence as to whether they have an impact on health outcomes. METHODS We compared hospitals with online access to UpToDate with other acute care hospitals included in the Thomson 100 Top Hospitals Database (Thomson database). Metrics used in the Thomson database differentiate hospitals on a variety of performance dimensions such as quality and efficiency. Prespecified outcomes were risk-adjusted mortality, complications, the Agency of Healthcare Research and Quality Patient Safety Indicators, and hospital length of stay among Medicare beneficiaries. Linear regression models were developed that included adjustment for hospital region, teaching status, and discharge volume. RESULTS Hospitals with access to UpToDate (n=424) were associated with significantly better performance than other hospitals in the Thomson database (n=3091) on risk-adjusted measures of patient safety (P=0.0163) and complications (P=0.0012) and had significantly shorter length of stay (by on average 0.167 days per discharge, 95% confidence interval 0.081-0.252 days, P<0.0001). All of these associations correlated significantly with how much UpToDate was used at each hospital. Mortality was not significantly different between UpToDate and non-UpToDate hospitals. LIMITATIONS The study was retrospective and observational and could not fully account for additional features at the included hospitals that may also have been associated with better health outcomes. CONCLUSIONS An electronic clinical knowledge support system (UpToDate was associated with improved health outcomes and shorter length of stay among Medicare beneficiaries in acute care hospitals in the United States. Additional studies are needed to clarify whether use of UpToDate is a marker for the better performance, an independent cause of it, or a synergistic part of other quality improvement characteristics at better-performing hospitals.
Collapse
Affiliation(s)
- Peter A Bonis
- Center for Clinical Evidence Synthesis at the Institute for Clinical Research and Health Policy Studies, Tufts Medical Center, UpToDate Inc., Waltham, MA 02453, United States.
| | | | | | | |
Collapse
|
4
|
Sachs MA, Pickens GT. What members want. HMO 1995; 36:21-4. [PMID: 10153114] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 04/12/2023]
Abstract
One large multi-market study recently confirmed that people are more satisfied in HMOs than they are in other types of health plans--and the results have nothing to do with health status. Here's a look at what drives HMO member satisfaction.
Collapse
Affiliation(s)
- M A Sachs
- Sachs Group, Inc., Evanston, IL, USA
| | | |
Collapse
|
5
|
Abstract
Survivorship analysis of 1,041 cemented Charnley total hip arthroplasties performed as a primary procedure revealed a probability of component survival at 10 years of 92%; the probability of acetabular cup survival was 99% and of femoral component survival was 96%. Three-zone acetabular demarcation was present in 16% of cases, as was migration of the cup greater than 5 mm. However, the acetabular revision rate was 1.65%, confirming the long-term clinical durability of the 22-mm internal diameter cup. Radiographic evidence of definite femoral component loosening was present in 9.6% and high-grade femoral bone-cement demarcation was present in 3.5%. The isolated femoral revision rate was 1.8%. Based on detailed survivorship analysis, a high-risk group of patients was identified for component failure and for femoral component loosening (radiographic). These patients were male, young (less than 50 years), heavy (greater than 170 pounds), and active (not Charnley class C). Given these findings, it is difficult to justify the widespread use of noncemented total hip systems, except in identifiable high-risk patients.
Collapse
Affiliation(s)
- W J Hozack
- Thomas Jefferson University, Rothman Institute, Philadelphia, Pennsylvania
| | | | | | | | | | | |
Collapse
|
6
|
|
7
|
Abstract
A major concern with the use of sublaminar wires for segmental spinal instrumentation is the risk of neurologic compromise associated with repeated passage of wires through the epidural space. Because of the inability to visualize the wire tip during its sublaminar passage, the surgeon is unable to appreciate the depth of wire penetration (DOWP). The purpose of this investigation was to determine, through direct measurement, the depth of intraspinal penetration during the passage of sublaminar wires. Using their model, the authors have been able to define the optimal parameters for safe wire passage. Careful attention to maintaining contact between the wire tip and the under-surface of the lamina, using a wire of optimal configuration, will result in minimal DOWP and reduce the possibility of neurologic compromise.
Collapse
Affiliation(s)
- S R Goll
- Department of Orthopaedic Surgery, Wright-Patterson USAF Medical Center, Dayton, Ohio
| | | | | | | | | | | |
Collapse
|
8
|
Mode CJ, Pickens GT. Computational Methods for Renewal Theory and Semi-Markov Processes with Illustrative Examples. AM STAT 1988. [DOI: 10.1080/00031305.1988.10475547] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
|
9
|
Balderston RA, Hiller WD, Iannotti JP, Pickens GT, Booth RE, Gluckman SJ, Buckley RM, Rothman RH. Treatment of the septic hip with total hip arthroplasty. Clin Orthop Relat Res 1987:231-7. [PMID: 3608303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Forty-three patients, 23 with definite infection and 20 with probable infections before total hip arthroplasty (THA), were compared to 41 matched uninfected patients. The 43 infected patients were treated by 45 operative procedures: eight Girdlestone resections, 12 revisions of total hips, and 25 conversions from infected nontotal hip surgery to total hip arthroplasties. (Two revision THAs were converted to Girdlestones). The average follow-up period was 38.8 months, with a range of six-118 months. The statistically significant negative prognosticators were gross sepsis at surgery, number of previous operations, and elevated erythrocyte sedimentation rate (ESR). The type of infecting organism did not affect the outcome. The prosthesis survival rate for total hip arthroplasties revised for sepsis was 83%. The prosthesis survival rate for other infected hips treated by total hip arthroplasty was 100%. All groups except Girdlestone resections improved postoperatively. While Girdlestone resection offered acceptable pain relief, total hip arthroplasty provided unequivocally superior function (p = 0.0001).
Collapse
|
10
|
Mode CJ, Jacobson ME, Pickens GT. A stochastic population projection system based on general age-dependent branching processes. J Appl Probab 1987. [DOI: 10.2307/3214054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Algorithms for a stochastic population process, based on assumptions underlying general age-dependent branching processes in discrete time with time inhomogeneous laws of evolution, are developed through the use of a new representation of basic random functions involving birth cohorts and random sums of random variables. New algorithms provide a capability for computing the mean age structure of the process as well as variances and covariances, measuring variation about means. Four exploratory population projections, testing the implications of the algorithms for the case of time-homogeneous laws of evolution, are presented. Formulas extending mean and variance functions for unit population projections to an arbitrary initial population size are also presented. These formulas show that, in population processes with non-random laws of evolution, stochastic fluctuations about the mean function are negligible when initial population size is large. Further extensions of these formulas to the case of randomized laws of evolution suggest that stochastic fluctuations about the mean function can be significant even for large initial populations.
Collapse
|
11
|
Mode CJ, Jacobson ME, Pickens GT. A stochastic population projection system based on general age-dependent branching processes. J Appl Probab 1987; 24:1-13. [PMID: 12280596] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/19/2023]
Abstract
"Algorithms for a stochastic population process, based on assumptions underlying general age-dependent branching processes in discrete time with time inhomogeneous laws of evolution, are developed through the use of a new representation of basic random functions involving birth cohorts and random sums of random variables. New algorithms provide a capability for computing the mean age structure of the process as well as variances and covariances, measuring variation about means. Four exploratory population projections, testing the implications of the algorithms for the case of time-homogeneous laws of evolution, are presented. Formulas extending mean and variance functions for unit population projections...are also presented. These formulas show that, in population processes with non-random laws of evolution, stochastic fluctuations about the mean function are negligible when initial population size is large. Further extensions of these formulas to the case of randomized laws of evolution suggest that stochastic fluctuations about the mean function can be significant even for large initial populations."
Collapse
|
12
|
Mode CJ, Pickens GT, Ewbank DC. Demographic heterogeneity and uncertainty in population projections. IMA J Math Appl Med Biol 1987; 4:223-36. [PMID: 3453377 DOI: 10.1093/imammb/4.3.223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Recent developments in a class of stochastic population processes were used to study the impact of demographic heterogeneity on the uncertainty of population projections. Selected for study by computer simulation were population projections for East Africa designed to quantify opinions regarding expected fertility and mortality declines. Since both fertility and mortality declined in these projections, their laws of evolution may be described as time inhomogeneous. The computer simulation studies reported in this paper strongly suggest that randomized laws of evolution should be taken into account in further developments of population projection methodologies designed formally and computationally to accommodate uncertainty. Variability in fecundability, the kind of demographic heterogeneity studied in this paper, is only one aspect of these randomized laws.
Collapse
Affiliation(s)
- C J Mode
- Department of Mathematics and Computer Science, Drexel University, Philadelphia, Pennsylvania 19104
| | | | | |
Collapse
|
13
|
|
14
|
Pickens GT, Mode CJ. Projection of mean and variance functions for population processes with time-homogeneous laws of evolution. IMA J Math Appl Med Biol 1986; 3:1-22. [PMID: 3453831 DOI: 10.1093/imammb/3.1.1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
This paper provides algorithms for projection of mean and covariance functions for stochastic population processes governed by time-homogeneous laws of fertility and mortality. The theoretical foundation of the algorithms is general age-dependent branching processes in discrete time. The algorithms are employed in several illustrative projections, based on 1982 Chinese data, of a population experiencing an abrupt transition to below replacement fertility. Methods of constructing confidence limits for total population size are illustrated. Also developed are procedures for projecting mean and variance functions for populations which may be heterogeneous with respect to mortality or fertility. The projections performed yield two observations. First, the coefficient of variation in population size appears to be inversely related to the Malthusian parameter of population growth. Second, the coefficient of variation for population size is negligible for large homogeneous initial populations. But when the initial population is heterogeneous with respect to fertility or mortality, then substantial coefficients of variation, exceeding 0.4, are observed in some of the projections performed.
Collapse
Affiliation(s)
- G T Pickens
- Department of Mathematics and Computer Science, Drexel University, Philadelphia, PA 19104
| | | |
Collapse
|
15
|
Mode CJ, Busby RC, Jacobson ME, Pickens GT. Population momentum—A formulation based on a stochastic population process. Math Biosci 1985. [DOI: 10.1016/0025-5564(85)90094-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/16/2022]
|
16
|
Cuckler JM, Bernini PA, Wiesel SW, Booth RE, Rothman RH, Pickens GT. The use of epidural steroids in the treatment of lumbar radicular pain. A prospective, randomized, double-blind study. J Bone Joint Surg Am 1985; 67:63-6. [PMID: 3155742] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Seventy-three patients with lumbar radicular pain syndromes were treated in a prospective, randomized, double-blind fashion with either seven milliliters of methylprednisolone acetate and procaine or seven milliliters of physiological saline solution and procaine. All patients had radiographic confirmation of lumbar nerve-root compression, consistent with the clinical diagnosis of either an acute herniated nucleus pulposus or spinal stenosis. No statistically significant difference was observed between the control and experimental patients with either acute disc herniation or spinal stenosis. Long-term follow-up, averaging twenty months, failed to demonstrate the efficacy of a second injection of epidural steroids administered to the patients whose pain did not respond within twenty-four hours to an injection of either eighty milligrams of methylprednisolone acetate combined with five milliliters of 1 per cent procaine or two milliliters of sterile saline combined with five milliliters of 1 per cent procaine. Therefore, a decision to use epidural steroids must be made with the realization that we failed to demonstrate its clinical efficacy in this study and that reports of serious complications of this procedure have been published.
Collapse
|
17
|
Cuckler JM, Bernini PA, Wiesel SW, Booth RE, Rothman RH, Pickens GT. The use of epidural steroids in the treatment of lumbar radicular pain. A prospective, randomized, double-blind study. J Bone Joint Surg Am 1985. [DOI: 10.2106/00004623-198567010-00009] [Citation(s) in RCA: 255] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/18/2023]
|
18
|
Kominski GF, Williams SV, Mays RB, Pickens GT. Unrecognized redistributions of revenue in diagnosis-related group-based prospective payment systems. Health Care Financ Rev 1984; Suppl:57-69. [PMID: 10311077 PMCID: PMC4195108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
The Medicare prospective payment system, which is based on the diagnosis-related group patient-classification system, identifies previously unrecognized redistributions of revenue among diagnosis-related groups and hospitals. The redistributions are caused by two artifacts. One artifact results from the use of labor market indexes to adjust costs for the different prices paid by hospitals in different labor markets. The other artifact results from the use of averages that are based on the number of hospitals, not the number of patients, to calculate payment rates from average costs. The effects of these artifacts in a sample data set have been measured, and it was concluded that they lead to discrepancies between costs and payments that may affect hospital incentives--the overall payment for each diagnosis-related group--and Medicare's total payment.
Collapse
|
19
|
|
20
|
Mode CJ, Busby RC, Ewbank DC, Pickens GT. A mathematical overview of a computer simulation model of maternity histories with illustrative examples. IMA J Math Appl Med Biol 1984; 1:107-21. [PMID: 6600089 DOI: 10.1093/imammb/1.1.107] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
A mathematical overview of a stochastic computer simulation model of maternity histories is provided. Various components of human reproduction are accommodated in the model through distributions of waiting times among live births. Included in these components are distributions of age at first marriage in a cohort of women, waiting times to pregnancy for fecundable women, and the lengths of infecundable periods following live births. Probabilities that pregnancies end in either a live birth, induced abortion, or some other type of outcome are also included. Elements of renewal theory and semi-Markov processes in discrete time were the basic mathematical concepts used in the construction of the model. A brief description of an interactive software package called MATHIST, which may be used to implement the model on a computer, is also included. Four illustrative computer runs with MATHIST, pertinent to the operation of family planning programmes in Africa, are also described and discussed.
Collapse
Affiliation(s)
- C J Mode
- Department of Mathematical Sciences, Drexel University
| | | | | | | |
Collapse
|