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1.
Vet World ; 14(5): 1067-1073, 2021 May.
Artigo em Inglês | MEDLINE | ID: mdl-34220105

RESUMO

BACKGROUND AND AIM: Literature comparing the use of isoflurane and sevoflurane inhalation anesthetic agents in birds is scarce. This study aimed to evaluate the comparison of isoflurane and sevoflurane during induction, maintenance, and recovery of anesthesia in avian patients. MATERIALS AND METHODS: In this study, 24 injured avian patients (n=24) were selected randomly and divided into four groups during kite flying festival. In the present study, isoflurane and sevoflurane were used as induction and maintenance anesthetic agents, with and without butorphanol tartrate premedication agent in all the birds. Different physiological parameters were evaluated, namely, cloacal temperature (°F), heart rate (beats/min), respiratory rate (breaths/min), and SpO2 (%) were recorded at 0, 10, 20 min, and at recovery time. The quality of anesthesia was assessed on the basis of induction time, quality of induction, production of analgesia, muscle relaxation, body reflexes, recovery time, quality of recovery, sitting, standing, and complete recovery time (CRT). RESULTS: The mean±standard error value of induction time was 230.00±32.55, 280.00±25.29, 180.00±21.90, and 260.00±36.87 s, respectively, in Groups I, II, III, and IV. The feather plucking, pharyngeal, and toe pinching reflexes were noticed, when the birds were passing through the light plane of anesthesia during induction. Comparison of cloacal temperature at the time of recovery between Group-I versus Group-III revealed a significant difference (p<0.05). Comparison of mean respiratory rates at the time of recovery between Group-II versus Group-IV revealed a significant difference (p<0.05). Excellent quality of recovery was observed in all the groups of anesthetic protocols. Sitting, standing, and CRT were observed shortest in avian patients maintained with sevoflurane as compared to isoflurane. CONCLUSION: The quality of induction of anesthesia was rapid in avian patients when induced with sevoflurane as compared to isoflurane. Rapid onset of induction and recovery of anesthesia were found with sevoflurane followed by isoflurane. Induction and maintenance of anesthesia in avian patients with sevoflurane resulted in the lowest time required for sitting, standing, and CRT.

2.
West J Emerg Med ; 22(2): 333-338, 2021 Feb 15.
Artigo em Inglês | MEDLINE | ID: mdl-33856320

RESUMO

INTRODUCTION: This study reviews malpractice, also called medical professional liability (MPL), claims involving adult patients cared for in emergency departments (ED) and urgent care settings. METHODS: We conducted a retrospective review of closed MPL claims of adults over 18 years, from the Medical Professional Liability Association's Data Sharing Project database from 2001-2015, identifying 6,779 closed claims. Data included the total amount, origin, top medical specialties named, chief medical factors, top medical conditions, severity of injury, resolution, average indemnity, and defense costs of closed claims. RESULTS: Of 6,779 closed claims, 65.9% were dropped, withdrawn, or dismissed. Another 22.8% of claims settled for an average indemnity of $297,709. Of the 515 (7.6%) cases that went to trial, juries returned verdicts for the defendant in 92.6% of cases (477/515). The remaining 7.4% of cases (38/515) were jury verdicts for the plaintiff, with an average indemnity of $816,909. The most common resulting medical condition cited in paid claims was cardiac or cardiorespiratory arrest (10.4%). Error in diagnosis was the most common chief medical error cited in closed claims. Death was the most common level of severity listed in closed (38.5%) and paid (42.8%) claims. Claims reporting major permanent injury had the highest paid-to-closed ratio, and those reporting grave injury had the highest average indemnity of $686,239. CONCLUSION: This retrospective review updates the body of knowledge surrounding medical professional liability and represents the most recent analysis of claims in emergency medicine. As the majority of emergency providers will be named in a MPL claim during their career, it is essential to have a better understanding of the most common factors resulting in MPL claims.


Assuntos
Assistência Ambulatorial , Serviços Médicos de Emergência , Medicina de Emergência , Serviço Hospitalar de Emergência , Imperícia , Adulto , Assistência Ambulatorial/legislação & jurisprudência , Assistência Ambulatorial/métodos , Serviços Médicos de Emergência/legislação & jurisprudência , Serviços Médicos de Emergência/métodos , Serviço Hospitalar de Emergência/economia , Serviço Hospitalar de Emergência/estatística & dados numéricos , Feminino , Humanos , Revisão da Utilização de Seguros , Responsabilidade Legal/economia , Masculino , Imperícia/legislação & jurisprudência , Imperícia/estatística & dados numéricos , Imperícia/tendências , Estudos Retrospectivos , Estados Unidos
3.
Pediatr Emerg Care ; 37(7): e376-e379, 2021 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-30211835

RESUMO

OBJECTIVES: This study aimed to provide an assessment of medical malpractice claims involving pediatric patients cared for in emergency department and urgent care settings. METHODS: We performed a retrospective review of all closed malpractice claims involving children (0-17 years old) originating from emergency department or urgent care centers from the Physician Insurers Association of America's Data Sharing Project database for a 15-year period (2001-2015). Reported data collected include medical specialty involved, medical diagnoses, chief medical factors, severity of resulting injury, claim disposition, average indemnity, and average defense costs. RESULTS: A total of 728 closed claims in pediatric emergency care settings were reviewed. Money was paid to the claimant in 30% of cases (220/728), with a total of US $70.3 million (average $319,513) paid to patients or families during the 15-year period. The most common resulting medical conditions were cardiac or cardiorespiratory arrest, appendicitis, and disorder of male genital organs. Error in diagnosis was the most common chief medical factor (41%), whereas those that involved failure or delay in admission to the hospital, which was the eighth most common chief medical factor, resulted in the highest average indemnity. Of the 728 closed claims, 220 involved a patient death (30%), but claims involving major permanent injury more often resulted in a payment. Of the 57 cases that went to trial, verdicts favored the physician in 47 cases (82%). CONCLUSIONS: Cardiac conditions, appendicitis, and disorder of the male genital organs are the most common medical conditions, and error in diagnosis is the most common chief medical factor in pediatric emergency care malpractice suits. It is important for providers practicing in these settings to be familiar with the common diagnoses and chief medical factors involved in these claims.


Assuntos
Serviços Médicos de Emergência , Imperícia , Adolescente , Assistência Ambulatorial , Criança , Pré-Escolar , Serviço Hospitalar de Emergência , Humanos , Lactente , Recém-Nascido , Masculino , Estudos Retrospectivos , Estados Unidos/epidemiologia
4.
South Asian J Cancer ; 8(2): 73-79, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31069181

RESUMO

Lung cancer has been the most common cancer in the world for several decades. The non-small cell lung cancer (NSCLC) constitutes approximately about 80% of the total cases of lung cancer. Therapeutic interventions in NSCLC have shifted to the target-based approach from histology-based approach, and this has completely changed the face of the management of NSCLC. Developing countries, such as India, have very limited data compiled about the prevalence and treatment practices of lung cancer, despite a large burden of the disease. However, in recent times, there has been a lot of data generated in this regard. This article is an attempt to collate and shine light on the available data for the first-line treatment of NSCLC in India keeping in mind the current standards of care in this area.

5.
Clin Oncol (R Coll Radiol) ; 30(11): 720-727, 2018 11.
Artigo em Inglês | MEDLINE | ID: mdl-30197095

RESUMO

AIMS: Magnetic resonance image-guided radiotherapy (MRIgRT) has been clinically implemented since 2014. This technology offers improved soft-tissue visualisation, daily imaging, and intra-fraction real-time imaging without added radiation exposure, and the opportunity for adaptive radiotherapy (ART) to adjust for anatomical changes. Here we share the longest single-institution experience with MRIgRT, focusing on trends and changes in use over the past 4.5 years. MATERIALS AND METHODS: We analysed clinical information, including patient demographics, treatment dates, disease sites, dose/fractionation, and clinical trial enrolment for all patients treated at our institution using MRIgRT on a commercially available, integrated 0.35 T MRI, tri-cobalt-60 device from 2014 to 2018. For each patient, factors including disease site, clinical rationale for MRIgRT use, use of ART, and proportion of fractions adapted were summated and compared between individual years of use (2014-2018) to identify shifts in institutional practice patterns. RESULTS: Six hundred and forty-two patients were treated with 666 unique treatment courses using MRIgRT at our institution between 2014 and 2018. Breast cancer was the most common disease, with use of cine MRI gating being a particularly important indication, followed by abdominal sites, where the need for cine gating and use of ART drove MRIgRT use. One hundred and ninety patients were treated using ART in 1550 fractions, 67.6% (1050) of which were adapted. ART was primarily used in cancers of the abdomen. Over time, breast and gastrointestinal cancers became increasingly dominant for MRIgRT use, hypofractionated treatment courses became more popular, and gastrointestinal cancers became the principal focus of ART. DISCUSSION: MRIgRT is widely applicable within the field of radiation oncology and new clinical uses continue to emerge. At our institution to date, applications such as ART for gastrointestinal cancers and accelerated partial breast irradiation (APBI) for breast cancer have become dominant indications, although this is likely to continue to evolve.


Assuntos
Imageamento por Ressonância Magnética/métodos , Neoplasias/radioterapia , Radioterapia Assistida por Computador/métodos , Radioterapia Guiada por Imagem/métodos , Idoso , Feminino , Humanos , Pessoa de Meia-Idade
6.
South Asian J Cancer ; 7(2): 72-78, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29721467

RESUMO

My suggestion: There is no difference in survival of breast cancer patients treated with either mastectomy or with breast conservation therapy combined with external beam radiotherapy. A positive margin (s) is an important factor contributing to the increased risk of local recurrence. However, in published literature, there is a lack of consensus on the definition of acceptable margin (s). As a result decision process about need for re-excision after positive margins remains uncrear.

7.
South Asian J Cancer ; 7(2): 115-117, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29721476

RESUMO

This manuscript provides a practical and easy to use consensus recommendation to community oncologists on how to manage gestational breast cancer.

8.
South Asian J Cancer ; 7(2): 110-114, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29721475

RESUMO

Young women diagnosed with cancer today have a greater chance of long-term survival than ever before. Successful survivorship for this group of patients includes maintaining a high quality of life after a cancer diagnosis and treatment; however, lifesaving treatments such as chemotherapy, radiation, and surgery can impact survivors by impairing reproductive and endocrine health. Expert oncologists along with reproductive medicine specialists discuss fertility preservation options in this chapter since fertility preservation is becoming a priority for young women with breast cancer. This expert group used data from published literature, practical experience and opinion of a large group of academic oncologists to arrive at these practical consensus recommendations for the benefit of community oncologists.

9.
South Asian J Cancer ; 7(2): 132-136, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29721480

RESUMO

Axillary lymph node involvement is a very important poor prognostic factor in the clinical staging and management of breast cancer patients. Traditionally, axillary lymph node dissection (ALND) has been used for determining the status of the axillary lymph nodes. More recently the sentinel lymph node biopsy (SLNB) procedure has gained wider acceptance as the standard of care, having the advantage of being less invasivewhile providing good accuracy. This expert group used data from published literature, practical experience and opinion of a large group of academic oncologists to arrive at these practical consensus recommendations in regards with the use of the two different procedures and other issues in patients with early breast cancer for the benefit of community oncologists.

10.
South Asian J Cancer ; 7(2): 146-150, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29721483

RESUMO

Metastatic breast cancer (MBC) is cancer that has spread from the breast to another part of the body or has come back in another distant location. Treatment options for MBC depend on several factors, including where the cancer has spread, the patient's overall health, and the levels of hormone receptors and HER2 in the tumour. Over-expression of HER2 is generally considered to be a negative prognostic feature because it accompanies an increase in breast cancer mortality. However, the development of agents that specifically target HER2 has improved the management of patients with these tumours.[7],[8],[9],[10] This expert group used data from published literature, practical experience and opinion of a large group of academic oncologists to arrive at these practical consensus recommendations in regards with the use of these agents and the management of HER2 positive MBC for the benefit of community oncologists.

11.
South Asian J Cancer ; 7(2): 156-158, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29721485

RESUMO

This manuscript provides a practical and easy to use consensus recommendation to community oncologists on how to use neoadjuvant chemotherapy in triple negative breast cancer patients.

12.
Ophthalmology ; 125(5): 631-641, 2018 05.
Artigo em Inglês | MEDLINE | ID: mdl-29342439

RESUMO

PURPOSE: To describe characteristics of closed medical professional liability (MPL) claims against ophthalmologists in the United States. DESIGN: Retrospective analysis of MPL claims from 2006-2015. Data were obtained from the Physician Insurers Association of America (PIAA) Data Sharing Project (DSP). Comparison was made between ophthalmology and all healthcare specialties for physician demographics, prevalence and costs associated with closed claims, and resolution of claims. The most prevalent chief medical factor, presenting medical condition, operative procedure, outcomes, and resolution of ophthalmology claims were compared between the 2006-2010 and 2011-2015 periods. PARTICIPANTS: From 2006-2015, 90 743 MPL claims were closed: 2.6% (2325/90 743) of closed claims and 2.2% (564/24 670) of all paid claims were against ophthalmologists. METHODS: Retrospective analysis of MPL claims captured by the PIAA DSP over a 10-year period. MAIN OUTCOME MEASURES: Subspecialty pertaining to the claim, number of claims closed and paid, indemnity paid, allocated loss adjustment expenses, chief medical factor, presenting medical condition, operative procedure, outcome, and resolution. RESULTS: Only 24% of closed claims against ophthalmologists resulted in payment. Two-thirds were dropped, withdrawn, or dismissed. Ninety percent of claims that received a verdict were favorable toward the ophthalmologist. Cataract and cornea surgeries were the most prevalent and most costly operative procedures, accounting for 50% of all claims and $47 641 376 and $32 570 148 in total paid indemnity, respectively. Average indemnity was higher for corneal procedures ($304 476) than vitreoretinal procedures ($270 141) or oculoplastic procedures on the eyelid ($222 471) or orbit and eyeball ($183 467). The prevalence and cost of claims related to endophthalmitis declined from 2006-2010 (n = 38/1160 [3.3%]; average indemnity, $516 875) period to the 2011-2015 (n = 26/1165 [2.2%]; average indemnity, $247 083) period. Average indemnity paid ($280 227 vs. $335 578) and amount spent on legal defense ($41 450 vs. $46 391) was slightly lower among ophthalmologists compared with all healthcare specialties, respectively. CONCLUSIONS: Ophthalmology has a relatively low number of malpractice claims reported compared with other healthcare specialties and shows less spending on average indemnity and defense. Further studies are needed to investigate the reasons for the higher prevalence of claims related to cataract and corneal surgeries and the higher average indemnity paid for corneal procedures relative to vitreoretinal or oculoplastic procedures.


Assuntos
Responsabilidade Legal , Imperícia/estatística & dados numéricos , Oftalmologistas/legislação & jurisprudência , Oftalmologia/estatística & dados numéricos , Padrões de Prática Médica/legislação & jurisprudência , Adulto , Idoso , Competência Clínica , Bases de Dados Factuais , Feminino , Humanos , Revisão da Utilização de Seguros , Masculino , Erros Médicos/estatística & dados numéricos , Pessoa de Meia-Idade , Estudos Retrospectivos , Estados Unidos
13.
Iran J Vet Res ; 18(2): 119-123, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-28775752

RESUMO

During a 2-year period, 31 cases of a hereditary retinal degeneration in dogs bred in India were found mainly suspected for progressive retinal atrophy (PRA) with typical history of initial nyctalopia followed by hemeralopia. Out of 31 PRA suspected dogs, 8 dogs (26%) were from the age group of 1-5 years, 15 (48%) 6-10 years and the rest (26%) 11-15 years. The most predominant breed was Spitz (18 dogs, 58%). Detailed ophthalmologic examinations included Schirmer's tear test, fluorescein stain, applanation tonometry, slit lamp biomicroscopy and ocular ultrasound in appropriate cases. Ophthalmoscopic and fundoscopic changes included hyperreflectivity and discoloration of the tapetal area, marked attenuation of retinal vessels, depigmentation in non-tapetal area and optic disc atrophy with scalloped borders. Electroretinograms (ERG) recorded in 13 PRA-affected cases revealed non-recordable extinguished (flatline) ERG responses. A reduction mainly of a- and b-wave amplitudes in the ERG indicated a generalized photoreceptor disease.

14.
Phys Med Biol ; 62(4): 1327-1341, 2017 02 21.
Artigo em Inglês | MEDLINE | ID: mdl-28114115

RESUMO

Radio-opaque fiducial markers of different shapes are often implanted in or near abdominal or thoracic tumors to act as surrogates for the tumor position during radiotherapy. They can be used for real-time treatment adaptation, but this requires a robust, automatic segmentation method able to handle arbitrarily shaped markers in a rotational imaging geometry such as cone-beam computed tomography (CBCT) projection images and intra-treatment images. In this study, we propose a fully automatic dynamic programming (DP) assisted template-based (TB) segmentation method. Based on an initial DP segmentation, the DPTB algorithm generates and uses a 3D marker model to create 2D templates at any projection angle. The 2D templates are used to segment the marker position as the position with highest normalized cross-correlation in a search area centered at the DP segmented position. The accuracy of the DP algorithm and the new DPTB algorithm was quantified as the 2D segmentation error (pixels) compared to a manual ground truth segmentation for 97 markers in the projection images of CBCT scans of 40 patients. Also the fraction of wrong segmentations, defined as 2D errors larger than 5 pixels, was calculated. The mean 2D segmentation error of DP was reduced from 4.1 pixels to 3.0 pixels by DPTB, while the fraction of wrong segmentations was reduced from 17.4% to 6.8%. DPTB allowed rejection of uncertain segmentations as deemed by a low normalized cross-correlation coefficient and contrast-to-noise ratio. For a rejection rate of 9.97%, the sensitivity in detecting wrong segmentations was 67% and the specificity was 94%. The accepted segmentations had a mean segmentation error of 1.8 pixels and 2.5% wrong segmentations.


Assuntos
Algoritmos , Tomografia Computadorizada de Feixe Cônico/métodos , Marcadores Fiduciais , Processamento de Imagem Assistida por Computador/métodos , Imageamento Tridimensional/métodos , Automação , Suspensão da Respiração , Simulação por Computador , Humanos , Curva ROC
15.
South Asian J Cancer ; 5(4): 167-175, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-28032079

RESUMO

The Oncology Gold Standard (OGS) Expert Group on renal cell carcinoma (RCC) developed the consensus statement to provide community oncologists practical guidelines on the management of advanced clear cell (cc) RCC using published evidence, practical experience of experts in real life management, and results of a nationwide survey involving 144 health-care professionals. Six broad question categories containing 33 unique questions cover major situations in the routine management of RCC. This document serves as a ready guide for the standard of care to optimize outcome. The table of "Take Home Messages" at the end is a convenient tool for busy practitioners.

18.
Indian J Cancer ; 53(1): 87-91, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-27146751

RESUMO

Tyrosine kinase inhibitors (TKIs) are a pharmaceutical class of small molecules, orally available with manageable safety profile, approved worldwide for the treatment of several neoplasms, including lung, breast, kidney and pancreatic cancer as well as gastro-intestinal stromal tumours and chronic myeloid leukaemia. In recent years, management of lung cancer has been moving towards molecular-guided treatment, and the best example of this new approach is the use of the tyrosine kinase inhibitors (TKIs) in patients with mutations in the epidermal growth factor receptor (EGFR). The identification of molecular predictors of response can allow the selection of patients who will be the most likely to respond to these tyrosine kinase inhibitors (TKIs). Gastrointestinal (GI) adverse events (AEs) are frequently observed in patients receiving EGFR tyrosine kinase inhibitor therapy and are most impactful on the patient's quality of life. Dermatologic side effects are also relatively common among patients treated with EGFR inhibitors. Evidence has emerged in recent years to suggest that the incidence and severity of rash, positively correlated with response to treatment.These skin disorders are generally mild or moderate in severity and can be managed by appropriate interventions or by reducing or interrupting the dose. Appropriate and timely management make it possible to continue a patient's quality of life and maintain compliance; however if these adverse events (AEs) are not managed appropriately, and become more severe, treatment cessation may be warranted compromising clinical outcome. Strategies to improve the assessment and management of TKI related skin AEs are therefore essential to ensure compliance with TKI therapy, thereby enabling patients to achieve optimal benefits. This article provides a consensus on practical recommendation for the prevention and management of diarrhoea and rash in Non-Small Cell Lung Cancer (NSCLC) patients receiving TKIs.


Assuntos
Carcinoma Pulmonar de Células não Pequenas/tratamento farmacológico , Diarreia/prevenção & controle , Exantema/prevenção & controle , Neoplasias Pulmonares/tratamento farmacológico , Inibidores de Proteínas Quinases/efeitos adversos , Antineoplásicos/efeitos adversos , Antineoplásicos/uso terapêutico , Carcinoma Pulmonar de Células não Pequenas/patologia , Diarreia/induzido quimicamente , Receptores ErbB/antagonistas & inibidores , Exantema/induzido quimicamente , Humanos , Neoplasias Pulmonares/patologia , Guias de Prática Clínica como Assunto , Inibidores de Proteínas Quinases/uso terapêutico
19.
J Pediatr Orthop ; 36(2): 213-7, 2016 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-25705809

RESUMO

BACKGROUND: Medical liability exposure varies based on scope of practice, patient demographics, and location of practice. There is a generally held belief that treatment of pediatric patients increases one's medicolegal risk. We examined a large national database of orthopaedic malpractice claims to determine if pediatric malpractice claims were associated with a less favorable medicolegal outcome compared with adults. METHODS: Physician Insurers Association of America is an association of medical liability insurance carriers providing liability coverage for 60% of private practice physicians in the United States. The Physician Insurers Association of America data registry of closed medical liability claims was examined, including all orthopaedic claims between 1985 and 2012 in this review. Claims were categorized based on the age of the claimant (pediatric: less than 21 y, adult: 21 y or older). These groups were compared based on percentage of claims resulting in payment, indemnity paid, and years between occurrence of incident and filing of claim. In addition, the top 10 most prevalent claims were identified and compared between groups. RESULTS: A total of 25,702 closed orthopaedic claims were included. Pediatric claims accounted for 13% of the data. The average time from incident to claim filing was 1.92 years for pediatrics and 1.59 years for adults. Pediatric claims resulted in a higher percent of payment (33% vs. 30%) and average indemnity paid ($189,732 vs. $180,171) compared with adults. Five of the top 10 conditions resulting in a claim in each group were the same. Comparing these 5 conditions, in general there were minimal differences in the average time to claim filing between the groups, but larger average indemnity paid in the pediatric group. CONCLUSIONS: There appear to be moderate differences in outcomes of orthopaedic malpractice claims between adult and pediatric patients. The longer statute of limitations associated with pediatric claims does not appear to portend a less favorable medicolegal outcome or excessively longer time to claims filing for pediatric patients.


Assuntos
Imperícia/estatística & dados numéricos , Ortopedia , Pediatria , Prática Privada , Adulto , Criança , Compensação e Reparação , Humanos , Sistema de Registros , Estados Unidos
20.
Methods Inf Med ; 54(6): 560-7, 2015.
Artigo em Inglês | MEDLINE | ID: mdl-26548400

RESUMO

INTRODUCTION: This article is part of the Focus Theme of Methods of Information in Medicine on "Big Data and Analytics in Healthcare". BACKGROUND: Hospital readmissions raise healthcare costs and cause significant distress to providers and patients. It is, therefore, of great interest to healthcare organizations to predict what patients are at risk to be readmitted to their hospitals. However, current logistic regression based risk prediction models have limited prediction power when applied to hospital administrative data. Meanwhile, although decision trees and random forests have been applied, they tend to be too complex to understand among the hospital practitioners. OBJECTIVES: Explore the use of conditional logistic regression to increase the prediction accuracy. METHODS: We analyzed an HCUP statewide inpatient discharge record dataset, which includes patient demographics, clinical and care utilization data from California. We extracted records of heart failure Medicare beneficiaries who had inpatient experience during an 11-month period. We corrected the data imbalance issue with under-sampling. In our study, we first applied standard logistic regression and decision tree to obtain influential variables and derive practically meaning decision rules. We then stratified the original data set accordingly and applied logistic regression on each data stratum. We further explored the effect of interacting variables in the logistic regression modeling. We conducted cross validation to assess the overall prediction performance of conditional logistic regression (CLR) and compared it with standard classification models. RESULTS: The developed CLR models outperformed several standard classification models (e.g., straightforward logistic regression, stepwise logistic regression, random forest, support vector machine). For example, the best CLR model improved the classification accuracy by nearly 20% over the straightforward logistic regression model. Furthermore, the developed CLR models tend to achieve better sensitivity of more than 10% over the standard classification models, which can be translated to correct labeling of additional 400 - 500 readmissions for heart failure patients in the state of California over a year. Lastly, several key predictor identified from the HCUP data include the disposition location from discharge, the number of chronic conditions, and the number of acute procedures. CONCLUSIONS: It would be beneficial to apply simple decision rules obtained from the decision tree in an ad-hoc manner to guide the cohort stratification. It could be potentially beneficial to explore the effect of pairwise interactions between influential predictors when building the logistic regression models for different data strata. Judicious use of the ad-hoc CLR models developed offers insights into future development of prediction models for hospital readmissions, which can lead to better intuition in identifying high-risk patients and developing effective post-discharge care strategies. Lastly, this paper is expected to raise the awareness of collecting data on additional markers and developing necessary database infrastructure for larger-scale exploratory studies on readmission risk prediction.


Assuntos
Sistemas de Apoio a Decisões Clínicas/organização & administração , Insuficiência Cardíaca/epidemiologia , Insuficiência Cardíaca/terapia , Sistemas de Informação Hospitalar/estatística & dados numéricos , Readmissão do Paciente/estatística & dados numéricos , Análise de Regressão , California , Simulação por Computador , Mineração de Dados/métodos , Insuficiência Cardíaca/diagnóstico , Sistemas de Informação Hospitalar/classificação , Humanos , Modelos Logísticos , Estudos Longitudinais , Processamento de Linguagem Natural , Reprodutibilidade dos Testes , Fatores de Risco , Sensibilidade e Especificidade , Vocabulário Controlado
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