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1.
Crit Care ; 27(1): 448, 2023 11 18.
Artigo em Inglês | MEDLINE | ID: mdl-37980485

RESUMO

BACKGROUND: Traumatic spinal cord injury (SCI) leads to profound neurologic sequelae, and the provision of life-supporting treatment serves great importance among this patient population. The decision for withdrawal of life-supporting treatment (WLST) in complete traumatic SCI is complex with the lack of guidelines and limited understanding of practice patterns. We aimed to evaluate the individual and contextual factors associated with the decision for WLST and assess between-center differences in practice patterns across North American trauma centers for patients with complete cervical SCI. METHODS: This retrospective multicenter observational cohort study utilized data derived from the American College of Surgeons Trauma Quality Improvement Program database between 2017 and 2020. The study included adult patients (> 16 years) with complete cervical SCI. We constructed a multilevel mixed effect logistic regression model to adjust for patient, injury and hospital factors influencing WLST. Factors associated with WLST were estimated through odds ratios with 95% confidence intervals. Hospital variability was characterized using the median odds ratio. Unexplained residual variability was assessed through the proportional change in variation between models. RESULTS: We identified 5070 patients with complete cervical SCI treated across 477 hospitals, of which 960 (18.9%) had WLST. Patient-level factors associated with significantly increased likelihood of WLST were advanced age, male sex, white race, prior dementia, low presenting Glasgow Coma Scale score, having a pre-hospital cardiac arrest, SCI level of C3 or above, and concurrent severe injury to the head or thorax. Patient-level factors associated with significantly decreased likelihood of WLST included being racially Black or Asian. There was significant variability across hospitals in the likelihood for WLST while accounting for case-mix, hospital size, and teaching status (MOR 1.51 95% CI 1.22-1.75). CONCLUSIONS: A notable proportion of patients with complete cervical SCI undergo WLST during their in-hospital admission. We have highlighted several factors associated with this decision and identified considerable variability between hospitals. Further work to standardize WLST guidelines may improve equity of care provided to this patient population.


Assuntos
Medula Cervical , Traumatismos da Medula Espinal , Adulto , Feminino , Humanos , Masculino , Modelos Logísticos , Estudos Retrospectivos , Traumatismos da Medula Espinal/terapia , Suspensão de Tratamento
2.
Can J Neurol Sci ; : 1-5, 2023 Aug 07.
Artigo em Inglês | MEDLINE | ID: mdl-37545347

RESUMO

INTRODUCTION: Traumatic spinal cord injuries (tSCI) are common, often leaving patients irreparably debilitated. Therefore, novel strategies such as nerve transfers (NT) are needed for mitigating secondary SCI damage and improving function. Although different tSCI NT options exist, little is known about the epidemiological and injury-related aspects of this patient population. Here, we report such characteristics to better identify and understand the number and types of tSCI individuals who may benefit from NTs. MATERIALS AND METHODS: Two peripheral nerve experts independently evaluated all adult tSCI individuals < 80 years old admitted with cervical tSCI (C1-T1) between 2005 and 2019 with documented tSCI severity using the ASIA Impairment Scale for suitability for NT (nerve donor with MRC strength ≥ 4/5 and recipient ≤ 2/5). Demographic, traumatic injury, and neurological injury variables were collected and analyzed. RESULTS: A total of 709 tSCI individuals were identified with 224 (32%) who met the selection criteria for participation based on their tSCI level (C1-T1). Of these, 108 (15% of all tSCIs and 48% of all cervical tSCIs) were deemed to be appropriate NT candidates. Due to recovery, 6 NT candidates initially deem appropriate no longer qualified by their last follow-up. Conversely, 19 individuals not initially considered appropriate then become eligible by their last follow-up. CONCLUSION: We found that a large proportion of individuals with cervical tSCI could potentially benefit from NTs. To our knowledge, this is the first study to detail the number of tSCI individuals that may qualify for NT from a large prospective database.

3.
Artigo em Inglês | MEDLINE | ID: mdl-37698730

RESUMO

A detailed, unbiased perspective of the inter-relations among medical fields could help students make informed decisions on their future career plans. Using a data-driven approach, the inter-relations among different medical fields were decomposed and clustered based on the similarity of their working environments.Publicly available, aggregate databases were merged into a single rich dataset containing demographic, working environment and remuneration information for physicians across Canada. These data were collected from the Canadian Institute for Health Information, the Canadian Medical Association, and the Institute for Clinical Evaluative Sciences, primarily from 2018 to 2019. The merged dataset includes 25 unique medical specialties, each with 36 indicator variables. Latent Profile Analysis (LPA) was used to group specialties into distinct clusters based on relatedness.The 25 medical specialties were decomposed into seven clusters (latent variables) that were chosen based on the Bayesian Information Criterion. The Kruskal-Wallis test identified eight indicator variables that significantly differed between the seven profiles. These variables included income, work settings and payment styles. Variables that did not significantly vary between profiles included demographics, professional satisfaction, and work-life balance satisfaction.The 25 analyzed medical specialties were grouped in an unsupervised manner into seven profiles via LPA. These profiles correspond to expected and meaningful groups of specialties that share a common theme and set of indicator variables (e.g. procedurally-focused, clinic-based practice). These profiles can help aspiring physicians narrow down and guide specialty choice.

4.
CMAJ ; 193(41): E1584-E1591, 2021 10 18.
Artigo em Inglês | MEDLINE | ID: mdl-34663601

RESUMO

BACKGROUND: Differences in physician income by gender have been described in numerous jurisdictions, but few studies have looked at a Canadian cohort with adjustment for confounders. In this study, we aimed to understand differences in fee-for-service payments to men and women physicians in Ontario. METHODS: We conducted a cross-sectional analysis of all Ontario physicians who submitted claims to the Ontario Health Insurance Plan (OHIP) in 2017. For each physician, we gathered demographic information from the College of Physicians and Surgeons of Ontario registry. We compared differences in physician claims between men and women in the entire cohort and within each specialty using multivariable linear regressions, controlling for length of practice, specialty and practice location. RESULTS: We identified a cohort of 30 167 physicians who submitted claims to OHIP in 2017, including 17 992 men and 12 175 women. When controlling for confounding variables in a linear mixed-effects regression model, annual physician claims were $93 930 (95% confidence interval $88 434 to $99 431) higher for men than for women. Women claimed 74% as much as men when adjusting for covariates. This discrepancy was present in nearly all specialty categories. Men claimed more than women throughout their careers, with the greatest gap 10-15 years into practice. INTERPRETATION: We found a gender gap in fee-for-service claims in Ontario, with women claiming less than men overall and in nearly every specialty. Further work is required to understand the root causes of the gender pay gap.


Assuntos
Planos de Pagamento por Serviço Prestado/economia , Médicas/economia , Padrões de Prática Médica/economia , Salários e Benefícios/estatística & dados numéricos , Adulto , Estudos Transversais , Humanos , Ontário , Estudos Retrospectivos , Caracteres Sexuais
5.
Br J Neurosurg ; : 1-5, 2021 Sep 15.
Artigo em Inglês | MEDLINE | ID: mdl-34524041

RESUMO

PURPOSE: In this study the authors compare the radiographic findings of patients undergoing 1-3 level ACDF a rigid CFRP plate and a translational titanium plate system with a focus on radiographic alignment. MATERIAL AND METHODS: A retrospective review 70 consecutive patients undergoing a 1 to 3 level ACDF for cervical spondylosis was conducted. 2 groups depending on the cervical plating system were created including 38 patients in group 1 (dynamic plate) and 32 in group 2 (rigid CFRP plate). Plain neutral radiographs preoperatively, immediately after surgery and at most recent follow-up were used to assess parameters on sagittal alignment, fusion height, adjacent segment ossification (ASO), fusion rate and implant failure. RESULTS: There were no significant differences between groups preoperatively. Both groups had a more than 12 months follow-up (p = 0.327). Improvement of C2-7 lordosis was seen in both groups but only in group 1 it reached statistical significance at final follow-up. Significant improvement in sagittal segmental alignment was noted in both groups following surgery. A significant sagittal correction of 5.5 ± 9.1 degrees (p = 0.002) was maintained through follow-up only in group 2. No significantly different was seen for segmental fusion rates and loss of fusion height. There were no instances of implant failure within both groups. Worsening of ASO was 20% for both groups. CONCLUSION: ACDF allows for correction and maintenance of cervical alignment. Rigid rigid plate appears more effective at maintaining segmental lordotic correction. The fusion rate and implant failure was not different for both groups.

6.
Br J Neurosurg ; 34(4): 470-474, 2020 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-32368931

RESUMO

Objective: Atlanto-occipital dislocation is usually considered to be a fatal injury or one that leaves the victim with serious neurological deficits. The aim of this study is to illustrate a novel positive prognostic factor for atlanto-occipital dislocation, based on cervical MRI studies of patients who suffered this injury.Methods: Over the course of the past year, the authors have treated three consecutive patients with atlanto-occipital dislocation who attained an excellent clinical outcome. We retrospectively evaluated clinical, surgical and radiographic parameters in search of a common denominator to explain the excellent outcome of these patients.Results: All patients presented with severe polytrauma that required urgent surgical intervention including two laparotomies and a thoracotomy. The patients were subsequently treated with an occipitocervical fusion. No patient developed neurological deficits on long-term follow-up. The cervical MRI studies of all patients were notable for a having a preserved tectorial membrane, while other primary stabilizers of the craniocervical junction such as the apical, alar and cruciate ligaments were shown to be severely disrupted. We consider this anatomical distinction to account for their benign clinical course.Conclusion: A preserved tectorial membrane appears to be an important favorable prognostic factor in atlanto-occipital dislocation and may serve to mitigate neurological outcome in such injuries. To determine the integrity of the ligament and consequently affect clinical management, expeditious MRI of the cranio-cervical junction should be considered routinely in such injuries in addition to cervical CT scans.


Assuntos
Luxações Articulares , Articulação Atlantoccipital/diagnóstico por imagem , Articulação Atlantoccipital/cirurgia , Humanos , Luxações Articulares/diagnóstico por imagem , Luxações Articulares/cirurgia , Prognóstico , Estudos Retrospectivos , Membrana Tectorial
7.
Crit Care Med ; 46(3): 430-436, 2018 03.
Artigo em Inglês | MEDLINE | ID: mdl-29271842

RESUMO

OBJECTIVES: Traumatic subarachnoid hemorrhage is a common radiographic finding associated with traumatic brain injury. The objective of this investigation is to evaluate the association between hospital-level ICU admission practices and clinically important outcomes for patients with isolated traumatic subarachnoid hemorrhage and mild clinical traumatic brain injury. DESIGN: Multicenter observational cohort. SETTING: Trauma centers participating in the American College of Surgeons Trauma Quality Improvement Program spanning January 2012 to March 2014. PATIENTS: A total of 14,146 subjects, 16 years old and older, admitted to 215 trauma centers with isolated traumatic subarachnoid hemorrhage and Glasgow Coma Scale score 13 or greater. Patients with concurrent intracranial injuries, severe injury to other body regions, or tests positive for alcohol or illicit substances were excluded. INTERVENTION: ICU admission. MEASUREMENTS AND MAIN RESULTS: The primary outcome was need for neurosurgical intervention, defined as insertion of an intracranial monitor/drain or craniectomy/craniotomy. Secondary outcomes describing the clinical course included hospital discharge disposition, in-hospital mortality, and length of stay. Admission to ICU was common within the cohort (44.6%), yet the need for neurosurgical intervention was rare (0.24%). Variability was high between centers and remained so after adjusting for differences in case-mix and hospital-level characteristics (median odds ratio, 4.1). No significant differences in neurosurgical interventions, mortality, or discharge disposition to home under self-care were observed between groups of the highest and lowest ICU admitting hospitals. However, those in highest admitting group "stayed" in hospital 1.13 (95% CI, 1.07-1.20; p < 0.001) times that of the lowest admitting group. CONCLUSIONS: Critical care admission for mild traumatic brain injury patients with isolated traumatic subarachnoid hemorrhage is frequent and highly variable despite low probability of requiring neurosurgical intervention. Reevaluation of hospital-level practices may represent an opportunity for resource optimization when managing patients with mild clinical traumatic brain injury and associated isolated traumatic subarachnoid hemorrhage.


Assuntos
Unidades de Terapia Intensiva , Admissão do Paciente , Hemorragia Subaracnoídea Traumática/terapia , Idoso , Idoso de 80 Anos ou mais , Feminino , Escala de Coma de Glasgow , Humanos , Unidades de Terapia Intensiva/estatística & dados numéricos , Masculino , Pessoa de Meia-Idade , América do Norte , Admissão do Paciente/estatística & dados numéricos , Centros de Traumatologia/estatística & dados numéricos , Resultado do Tratamento
9.
Neurosurg Rev ; 41(1): 19-30, 2018 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-27053222

RESUMO

Quality in healthcare is increasingly graded through a patient-centric lens, using reports of satisfaction and self-perceived outcome. Preestablished expectations have been recognized to influence these measures. With this review, we aim to examine the impact of expectations on satisfaction and patient-reported outcomes (PRO) for individuals undergoing elective spine surgery. We systematically searched MEDLINE, EMBASE, CINAHL, and Cochrane Library electronic databases from inception to July 2015 for studies examining the relationship between expectations and satisfaction/PROs in the context of elective spinal surgery. Qualitative synthesis centered around three key questions: (1) Does the magnitude of preoperative expectations impact patient satisfaction and/or PRO after surgery? (2) Does the underlying spinal pathology influence this relationship? (3) What is the impact of unmet expectations on satisfaction? A total of 1489 citations were retrieved. Nineteen met our inclusion criteria. These comprised 3383 patients; 3200 had lumbar and only 183 had cervical spine surgery. Three findings prevailed: (1) high preoperative expectations appear to be associated with higher satisfaction and PROs after surgery for focal lumbar disc herniation, but not for lumbar spinal stenosis; (2) patient expectations frequently exceed actual outcome, creating an "expectation-actuality discrepancy" (E-AD); and (3) high-quality studies suggest a larger E-AD portends lower satisfaction. Limitations to the data include heterogeneous study populations and surgical indications, along with the use of non-validated assessment tools, particularly for satisfaction. Our findings highlight the potential importance of establishing realistic expectations prior to surgery and may serve to direct future research efforts.


Assuntos
Procedimentos Neurocirúrgicos/psicologia , Medidas de Resultados Relatados pelo Paciente , Satisfação do Paciente , Doenças da Coluna Vertebral/psicologia , Doenças da Coluna Vertebral/cirurgia , Coluna Vertebral/cirurgia , Humanos
10.
Can J Neurol Sci ; 44(1): 51-58, 2017 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-28004631

RESUMO

BACKGROUND: Despite the critical role played by neurosurgeons in performing radiosurgery, neurosurgery residents in Canada have limited exposure to radiosurgery during their training. A survey of neurosurgery residents and faculty along with radiation oncology faculty was conducted to analyze perspectives regarding incorporating formal radiosurgery training into the neurosurgery residency curriculum Methods: An online survey platform was employed. Descriptive statistics were used to summarize center and respondent characteristics. Categorical variables were compared using odds ratios and corresponding 95% confidence intervals. The chi-squared test was utilized to assess statistical significance. A value of p<0.05 was considered significant Results: The response rate was 31% (119/381); 87% (102/119) of respondents were from the neurosurgical specialty and 13% (17/119) from radiation oncology. Some 46% of residents (18/40) were "very uncomfortable" with radiosurgery techniques, and 57% of faculty (42/73) believed that dedicated radiosurgery training would be beneficial though impractical. No respondents felt that "no training" would be beneficial. A total of 46% of residents (19/41) felt that this training would be beneficial and that time should be taken away from other rotations, if needed, while 58% of faculty (42/73) and 75% (28/41) of residents believed that either 1 or 1-3 months of time dedicated to training in radiosurgery would suffice Conclusions: Canadian neurosurgeons are actively involved in radiosurgery. Despite residents anticipating a greater role for radiosurgery in their future, they are uncomfortable with the practice. With the indications for radiosurgery expanding, this training gap can have serious adverse consequences for patients. Considerations regarding the incorporation and optimal duration of dedicated radiosurgery training into the Canadian neurosurgery residency curriculum are necessary.


Assuntos
Atitude do Pessoal de Saúde , Internato e Residência , Neurocirurgiões/educação , Radiocirurgia/educação , Canadá , Currículo/estatística & dados numéricos , Feminino , Humanos , Masculino , Neurocirurgiões/psicologia , Sistemas On-Line , Inquéritos e Questionários , Fatores de Tempo
11.
Neurocrit Care ; 25(3): 351-358, 2016 12.
Artigo em Inglês | MEDLINE | ID: mdl-27000643

RESUMO

BACKGROUND: Inflammation may contribute to poor outcomes after aneurysmal subarachnoid hemorrhage (aSAH). Here, we compared outcomes among propensity score-matched cohorts who did and did not receive non-steroidal anti-inflammatory drug (NSAID) use after aSAH. METHODS: Propensity score-matched analysis of 413 subjects enrolled in the Clazosentan to Overcome Neurological iSChemia and Infarction OccUring after Subarachnoid hemorrhage (CONSCIOUS-1) study. Propensity score matching was performed on the basis of age, sex, baseline National Institutes of Health Stroke Scale score, World Federation of Neurological Societies grade on admission, procedure used for securing aneurysm, and SAH clot burden. RESULTS: 178 patients were matched (89 received NSAIDs, 89 did not). Propensity score matching was considered acceptable. Patients who had received NSAIDs during their hospital stay had significantly lower mortality rate, and reduced duration of intensive care unit stay and total length of hospital stay (P = 0.035, P = 0.009, and P = 0.053, respectively). At 6 weeks, 80.9 % of patients treated with NSAIDs had good functional outcome compared to 68.5 % of matched controls (P = 0.083). There was no significant difference in the proportions of patients who developed delayed ischemic neurological deficits, angiographic vasospasm, or required rescue therapy. CONCLUSIONS: Inflammation may play a crucial role in the poor outcomes after SAH, and that NSAIDs may be a useful therapeutic option, once validated by larger prospective studies.


Assuntos
Anti-Inflamatórios não Esteroides/farmacologia , Avaliação de Resultados em Cuidados de Saúde , Hemorragia Subaracnóidea/complicações , Hemorragia Subaracnóidea/mortalidade , Hemorragia Subaracnóidea/terapia , Adulto , Anti-Inflamatórios não Esteroides/administração & dosagem , Estudos de Coortes , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Pontuação de Propensão , Hemorragia Subaracnóidea/tratamento farmacológico
13.
J Spinal Disord Tech ; 28(6): 202-10, 2015 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-26098670

RESUMO

Our understanding of the pathophysiological processes that comprise the early secondary phases of spinal cord injury such as spinal cord ischemia, cellular excitotoxicity, ionic dysregulation, and free-radical mediated peroxidation is far greater now than ever before, thanks to substantial laboratory research efforts. These discoveries are now being translated into the clinical realm and have led to targeted upfront medical management with a focus on tissue oxygenation and perfusion and include avoidance of hypotension, induction of hypertension, early transfer to specialized centers, and close monitoring in a critical care setting. There is also active exploration of neuroprotective and neuroregenerative agents; a number of which are currently in late stage clinical trials including minocycline, riluzole, AC-105, SUN13837, and Cethrin. Furthermore, new data have emerged demonstrating that the timing of spinal cord decompression after injury impacts recovery and that early decompression leads to significant improvements in neurological recovery. With this review we aim to provide a concise, clinically relevant and up-to-date summary of the topic of acute spinal cord injury, highlighting recent advancements and areas where further study is needed.


Assuntos
Traumatismos da Medula Espinal/terapia , Doença Aguda , Adolescente , Corticosteroides/uso terapêutico , Adulto , Idoso , Idoso de 80 Anos ou mais , Criança , Pré-Escolar , Descompressão Cirúrgica , Feminino , Humanos , Lactente , Recém-Nascido , Masculino , Pessoa de Meia-Idade , Fármacos Neuroprotetores/uso terapêutico , Procedimentos Neurocirúrgicos , Prognóstico , Fatores Socioeconômicos , Traumatismos da Medula Espinal/epidemiologia , Traumatismos da Medula Espinal/etiologia , Traumatismos da Medula Espinal/patologia , Adulto Jovem
14.
Neurocrit Care ; 21(2): 312-5, 2014 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-25030709

RESUMO

BACKGROUND: Subdural fluid collections (hygromas and effusions) in adults are usually seen following head trauma or overdrainage of cerebrospinal fluid (CSF) after CSF diversion procedures. We report an unusual case of subdural fluid collection that developed spontaneously 5 days after an aneurysmal subarachnoid hemorrhage (SAH). This patient neither had permanent CSF diversion procedure nor history of significant head trauma during her clinical course. METHODS: This study is a Case report of the patient suffering from an SAH. RESULTS: A 71-year-old woman suffered an SAH from a ruptured right-sided posterior communicating artery aneurysm. Computed tomography (CT) demonstrated diffuse SAH and signs of early hydrocephalus that did not require treatment. The aneurysm was treated with endovascular coil occlusion without any complications. Throughout her hospital course, she remained alert without neurological deficits. A large subdural fluid collection was discovered incidentally during a routine CT scan of the brain 5 days after the SAH. The patient remained asymptomatic; therefore, the collection was treated conservatively. It resolved spontaneously at five days after the initial diagnosis. CONCLUSION: Subdural fluid collections following SAH can occur as a result of head trauma, external hydrocephalus, or as a treatment complication of CSF shunting and craniotomies. It is critical to differentiate simple hygromas from external hydrocephalus since their response to CSF diversion is entirely different.


Assuntos
Hidrocefalia/etiologia , Hemorragia Subaracnóidea/complicações , Derrame Subdural/etiologia , Idoso , Feminino , Humanos , Radiografia , Hemorragia Subaracnóidea/terapia , Derrame Subdural/diagnóstico por imagem
15.
Spine J ; 24(1): 21-31, 2024 01.
Artigo em Inglês | MEDLINE | ID: mdl-37302415

RESUMO

BACKGROUND CONTEXT: Degenerative cervical myelopathy (DCM) is a form of acquired spinal cord compression and contributes to reduced quality of life secondary to neurological dysfunction and pain. There remains uncertainty regarding optimal management for individuals with mild myelopathy. Specifically, owing to lacking long-term natural history studies in this population, we do not know whether these individuals should be treated with initial surgery or observation. PURPOSE: We sought to perform a cost-utility analysis to examine early surgery for mild degenerative cervical myelopathy from the healthcare payer perspective. STUDY DESIGN/SETTING: We utilized data from the prospective observational cohorts included in the Cervical Spondylotic Myelopathy AO Spine International and North America studies to determine health related quality of life estimates and clinical myelopathy outcomes. PATIENT SAMPLE: We recruited all patients that underwent surgery for DCM enrolled in the Cervical Spondylotic Myelopathy AO Spine International and North America studies between December 2005 and January 2011. OUTCOME MEASURES: Clinical assessment measures were obtained using the Modified Japanese Orthopedic Association scale and health-related quality of life measures were obtained using the Short Form-6D utility score at baseline (preoperative), 6 months, 12 months and 24 months postsurgery. Cost measures inflated to January 2015 values were obtained using pooled estimates from the hospital payer perspective for surgical patients. METHODS: We employed a Markov state transition model with Monte Carlo microsimulation using a lifetime horizon to obtain an incremental cost utility ratio associated with early surgery for mild myelopathy. Parameter uncertainty was assessed through deterministic means using one-way and two-way sensitivity analyses and probabilistically using parameter estimate distributions with microsimulation (10,000 trials). Costs and utilities were discounted at 3% per annum. RESULTS: Initial surgery for mild degenerative cervical myelopathy was associated with an incremental lifetime increase of 1.26 quality-adjusted life years (QALY) compared to observation. The associated cost incurred to the healthcare payer over a lifetime horizon was $12,894.56, resulting in a lifetime incremental cost-utility ratio of $10,250.71/QALY. Utilizing a willingness to pay threshold in keeping with the World Health Organization definition of "very cost-effective" ($54,000 CDN), the probabilistic sensitivity analysis demonstrated that 100% of cases were cost-effective. CONCLUSIONS: Surgery compared to initial observation for mild degenerative cervical myelopathy was cost-effective from the Canadian healthcare payer perspective and was associated with lifetime gains in health-related quality of life.


Assuntos
Compressão da Medula Espinal , Doenças da Medula Espinal , Humanos , Canadá , Vértebras Cervicais/cirurgia , Análise Custo-Benefício , Qualidade de Vida , Compressão da Medula Espinal/etiologia , Compressão da Medula Espinal/cirurgia , Doenças da Medula Espinal/cirurgia , Estudos Prospectivos
16.
Radiol Artif Intell ; 6(1): e230006, 2024 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-38231037

RESUMO

In spite of an exponential increase in the volume of medical data produced globally, much of these data are inaccessible to those who might best use them to develop improved health care solutions through the application of advanced analytics such as artificial intelligence. Data liberation and crowdsourcing represent two distinct but interrelated approaches to bridging existing data silos and accelerating the pace of innovation internationally. In this article, we examine these concepts in the context of medical artificial intelligence research, summarizing their potential benefits, identifying potential pitfalls, and ultimately making a case for their expanded use going forward. A practical example of a crowdsourced competition using an international medical imaging dataset is provided. Keywords: Artificial Intelligence, Data Liberation, Crowdsourcing © RSNA, 2023.


Assuntos
Pesquisa Biomédica , Crowdsourcing , Holometábolos , Animais , Inteligência Artificial , Instalações de Saúde
17.
Neurosurgery ; 94(4): 700-710, 2024 Apr 01.
Artigo em Inglês | MEDLINE | ID: mdl-38038474

RESUMO

BACKGROUND AND OBJECTIVES: Central cord syndrome (CCS) is expected to become the most common traumatic spinal cord injury, yet its optimal management remains unclear. This study aimed to evaluate variability in nonoperative vs operative treatment for CCS between trauma centers in the American College of Surgeons Trauma Quality Improvement Program, identify patient- and hospital-level factors associated with treatment, and determine the association of treatment with outcomes. METHODS: Adults with CCS were identified from the Trauma Quality Improvement Program database (2014-2016). Mixed-effects modeling with a random intercept for trauma centers was used to examine the adjusted association of patient- and hospital-level variables with nonoperative treatment. The random-effects output of the model assessed the risk-adjusted variability in nonoperative treatment across centers. Outlier hospitals were identified, and the median odds ratio was calculated. The adjusted effect of nonoperative treatment on mortality, morbidity, and hospital length of stay (LOS) was examined at the patient and hospital level by mixed-effects regression. RESULTS: Three thousand, nine hundred twenty-eight patients across 255 centers were eligible; of these, 1523 (38.8%) were treated nonoperatively. Older age, noncommercial insurance (odds ratio [OR] 1.26, 95% CI 1.08-1.48, P = .004), absence of fracture (OR 0.58, 95% CI 0.49-0.68, P < .001), severe head injury (OR 1.41, 95% CI 1.09-1.82, P = .008), and comatose presentation (1.82, 95% CI 1.15-2.89, P = .011) were associated with nonoperative treatment. Twenty-eight hospitals were outliers, and the median odds ratio was 2.02. Patients receiving nonoperative treatment had shorter LOS (mean difference -4.65 days). Nonoperative treatment was associated with lesser in-hospital morbidity (OR 0.49, 95% CI 0.37-0.63, P < .001) at the patient level. There was no difference in mortality. CONCLUSION: Operative decision-making for CCS is influenced by patient factors. There remains substantial variability between trauma centers not explained by case-mix differences. Nonoperative treatment was associated with shorter hospital LOS and lesser inpatient morbidity.


Assuntos
Síndrome Medular Central , Traumatismos da Coluna Vertebral , Adulto , Humanos , Síndrome Medular Central/epidemiologia , Síndrome Medular Central/terapia , Centros de Traumatologia , Traumatismos da Coluna Vertebral/cirurgia , Tempo de Internação , América do Norte , Estudos Retrospectivos , Resultado do Tratamento
18.
JAMA Netw Open ; 7(6): e2418468, 2024 Jun 03.
Artigo em Inglês | MEDLINE | ID: mdl-38916890

RESUMO

Importance: Spinal cord injury (SCI) causes drastic changes to an individual's physical health that may be associated with the ability to work. Objective: To estimate the association of SCI with individual earnings and employment status using national administrative health databases linked to income tax data. Design, Setting, and Participants: This was a retrospective, national, population-based cohort study of adults who were hospitalized with cervical SCI in Canada between January 2005 and December 2017. All acute care hospitalizations for SCI of adults ages 18 to 64 years were included. A comparison group was constructed by sampling from individuals in the injured cohort. Fiscal information from their preinjury years was used for comparison. The injured cohort was matched with the comparison group based on age, sex, marital status, province of residence, self-employment status, earnings, and employment status in the year prior to injury. Data were analyzed from August 2022 to January 2023. Main outcomes and Measures: The first outcome was the change in individual annual earnings up to 5 years after injury. The change in mean yearly earnings was assessed using a linear mixed-effects differences-in-differences regression. Income values are reported in 2022 Canadian dollars (CAD $1.00 = US $0.73). The second outcome was the change in employment status up to 5 years after injury. A multivariable probit regression model was used to compare proportions of individuals employed among those who had experienced SCI and the paired comparison group of participants. Results: A total of 1630 patients with SCI (mean [SD] age, 47 [13] years; 1304 male [80.0%]) were matched to patients in a preinjury comparison group (resampled from the same 1630 patients in the SCI group). The mean (SD) of preinjury wage earnings was CAD $46 000 ($48 252). The annual decline in individual earnings was CAD $20 275 (95% CI, -$24 455 to -$16 095) in the first year after injury and CAD $20 348 (95% CI, -$24 710 to -$15 985) in the fifth year after injury. At 5 years after injury, 52% of individuals who had an injury were working compared with 79% individuals in the preinjury comparison group. SCI survivors had a decrease in employment of 17.1 percentage points (95% CI, 14.5 to 19.7 percentage points) in the first year after injury and 17.8 percentage points (14.5 to 21.1 percentage points) in the fifth year after injury. Conclusions and Relevance: In this study, SCI was associated with a decline in earnings and employment up to 5 years after injury for adults aged 18 to 64 years in Canada.


Assuntos
Emprego , Renda , Traumatismos da Medula Espinal , Humanos , Traumatismos da Medula Espinal/economia , Traumatismos da Medula Espinal/epidemiologia , Masculino , Feminino , Adulto , Emprego/estatística & dados numéricos , Pessoa de Meia-Idade , Renda/estatística & dados numéricos , Estudos Retrospectivos , Canadá/epidemiologia , Adulto Jovem , Adolescente , Medula Cervical/lesões
19.
J Neurosurg Spine ; 40(2): 216-228, 2024 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-37976498

RESUMO

OBJECTIVE: Postoperative C5 palsy (C5P) is a known complication in cervical spine surgery. However, its exact pathophysiology is unclear. The authors aimed to provide a review of the current understanding of C5P by performing a comprehensive, systematic review of the existing literature and conducting a critical appraisal of existing evidence to determine the risk factors of C5P. METHODS: A systematic search of PubMed/MEDLINE (January 1, 2019, to July 2, 2021), EMBASE (inception to July 2, 2021), and Cochrane (inception to July 2, 2021) databases was conducted. Preestablished criteria were used to evaluate studies for inclusion. Studies that adjusted for one or more of the following factors were considered: preoperative foraminal diameter (FD) at C4/5, posterior spinal cord shift at C4/5, preoperative anterior-posterior diameter (APD) at C4/5, preoperative spinal cord rotation, and change in C2-7 Cobb angle. Studies were rated as good, fair, or poor based on the Quality in Prognosis Studies (QUIPS) tool. Random effects meta-analyses were done using methods outlined by Cochrane methodologists for pooling of prognostic studies. Overall quality (strength) of evidence was based on Grading of Recommendations Assessment, Development, and Evaluation (GRADE) methods for prognostic studies. The protocol for this review was published on the PROSPERO (CRD264358) website. RESULTS: Of 303 potentially relevant citations of studies, 12 met the inclusion criteria set a priori. These works provide moderate-quality evidence that preoperative FD substantially increases the odds of C5P in patients undergoing posterior cervical surgery. Pooled estimates across 7 studies in which various surgical approaches were used indicate that the odds of C5P approximately triple for each millimeter decrease in preoperative FD (OR 3.05, 95% CI 2.07-4.49). Preoperative APD increases the odds of C5P, but the confidence is low. Across 3 studies, each using different surgical approaches, each millimeter decrease in preoperative APD was associated with a more than 2-fold increased odds of C5P (pooled OR 2.51, 95% CI 1.69-3.73). Confidence that there is an association with postoperative C5P and posterior spinal cord shift, change in sagittal Cobb angle, and preoperative spinal cord rotation is very low. CONCLUSIONS: The exact pathophysiological process resulting in postoperative C5P remains an enigma but there is a clear association with foraminal stenosis, especially when performing posterior procedures. C5P is also related to decreased APD but the association is less clear. The overall quality (strength) of evidence provided by the current literature is low to very low for most factors. Systematic review registration no.: CRD264358 (https://www.crd.york.ac.uk/prospero/).


Assuntos
Paralisia , Medula Espinal , Humanos , Paralisia/cirurgia , Medula Espinal/cirurgia , Fatores de Risco , Prognóstico , Vértebras Cervicais/cirurgia , Análise Multivariada , Descompressão Cirúrgica/métodos
20.
JAMA Surg ; 159(3): 287-296, 2024 Mar 01.
Artigo em Inglês | MEDLINE | ID: mdl-38117514

RESUMO

Importance: The decision to withdraw life-sustaining treatment for pediatric patients with severe traumatic brain injury (TBI) is challenging for clinicians and families with limited evidence quantifying existing practices. Given the lack of standardized clinical guidelines, variable practice patterns across trauma centers seem likely. Objective: To evaluate the factors influencing decisions to withdraw life-sustaining treatment across North American trauma centers for pediatric patients with severe TBI and to quantify any existing between-center variability in withdrawal of life-sustaining treatment practices. Design, Setting, and Participants: This retrospective cohort study used data collected from 515 trauma centers through the American College of Surgeons Trauma Quality Improvement Program between 2017 and 2020. Pediatric patients younger than 19 years with severe TBI and a documented decision for withdrawal of life-sustaining treatment were included. Data were analyzed from January to May 2023. Main Outcomes and Measures: A random intercept multilevel logistic regression model was used to quantify patient, injury, and hospital characteristics associated with the decision to withdraw life-sustaining treatment; the median odds ratio was used to characterize residual between-center variability. Centers were ranked by their conditional random intercepts and quartile-specific adjusted mortalities were computed. Results: A total of 9803 children (mean [SD] age, 12.6 [5.7]; 2920 [29.8%] female) with severe TBI were identified, 1003 of whom (10.2%) had a documented decision to withdraw life-sustaining treatment. Patient-level factors associated with an increase in likelihood of withdrawal of life-sustaining treatment were young age (younger than 3 years), higher severity intracranial and extracranial injuries, and mechanism of injury related to firearms. Following adjustment for patient and hospital attributes, the median odds ratio was 1.54 (95% CI, 1.46-1.62), suggesting residual variation in withdrawal of life-sustaining treatment between centers. When centers were grouped into quartiles by their propensity for withdrawal of life-sustaining treatment, adjusted mortality was higher for fourth-quartile compared to first-quartile centers (odds ratio, 1.66; 95% CI, 1.45-1.88). Conclusions and Relevance: Several patient and injury factors were associated with withdrawal of life-sustaining treatment decision-making for pediatric patients with severe TBI in this study. Variation in withdrawal of life-sustaining treatment practices between trauma centers was observed after adjustment for case mix; this variation was associated with differences in risk-adjusted mortality rates. Taken together, these findings highlight the presence of inconsistent approaches to withdrawal of life-sustaining treatment in children, which speaks to the need for guidelines to address this significant practice pattern variation.


Assuntos
Lesões Encefálicas Traumáticas , Humanos , Criança , Feminino , Pré-Escolar , Masculino , Estudos Retrospectivos , Razão de Chances , Mortalidade Hospitalar , Centros de Traumatologia/estatística & dados numéricos
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