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1.
Med J Aust ; 212(6): 263-270, 2020 04.
Artigo em Inglês | MEDLINE | ID: mdl-32017129

RESUMO

OBJECTIVES: To examine the association between discharge destination (home or inpatient rehabilitation) for adult patients treated in hospital for isolated lower limb fractures and patient-reported outcomes. DESIGN: Review of prospectively collected Victorian Orthopaedic Trauma Outcomes Registry (VOTOR) data. SETTING, PARTICIPANTS: Adults (18-64 years old) treated for isolated lower limb fractures at four Melbourne trauma hospitals that contribute data to the VOTOR, 1 March 2007 - 31 March 2016. MAIN OUTCOME MEASURES: Return to work and functional recovery (assessed with the extended Glasgow Outcomes Scale, GOS-E); propensity score analysis of association between discharge destination and outcome. RESULTS: Of 7961 eligible patients, 1432 (18%) were discharged to inpatient rehabilitation, and 6775 (85%) were followed up 12 months after their injuries. After propensity score adjustment, the odds of better functional recovery were 56% lower for patients discharged to inpatient rehabilitation than for those discharged directly home (odds ratio, 0.44; 95% CI, 0.37-0.51); for the 5057 people working before their accident, the odds of return to work were reduced by 66% (odds ratio, 0.34; 95% CI, 0.26-0.46). Propensity score analysis improved matching of the discharge destination groups, but imbalances in funding source remained for both outcome analyses, and for also for site and cause of injury in the GOS-E analysis (standardised differences, 10-16%). CONCLUSIONS: Discharge to inpatient rehabilitation after treatment for isolated lower limb fractures was associated with poorer outcomes than discharge home. Factors that remained unbalanced after propensity score analysis could be assessed in controlled trials.


Assuntos
Fraturas Ósseas/terapia , Extremidade Inferior/lesões , Alta do Paciente/estatística & dados numéricos , Centros de Reabilitação/estatística & dados numéricos , Adolescente , Adulto , Austrália/epidemiologia , Feminino , Hospitalização/estatística & dados numéricos , Humanos , Masculino , Pessoa de Meia-Idade , Razão de Chances , Medidas de Resultados Relatados pelo Paciente , Pontuação de Propensão , Estudos Prospectivos , Recuperação de Função Fisiológica , Sistema de Registros , Retorno ao Trabalho/estatística & dados numéricos , Resultado do Tratamento , Adulto Jovem
2.
Inj Prev ; 24(2): 157-160, 2018 04.
Artigo em Inglês | MEDLINE | ID: mdl-28209593

RESUMO

Accurate coding of injury event information is critical in developing targeted injury prevention strategies. However, little is known about the validity of the most universally used coding system, the International Classification of Diseases (ICD-10), in characterising crash counterparts in pedal cycling events. This study aimed to determine the agreement between hospital-coded ICD-10-AM (Australian modification) external cause codes with self-reported crash characteristics in a sample of pedal cyclists admitted to hospital following bicycle crashes. Interview responses from 141 injured cyclists were mapped to a single ICD-10-AM external cause code for comparison with ICD-10-AM external cause codes from hospital administrative data. The percentage of agreement was 77.3% with a κ value of 0.68 (95% CI 0.61 to 0.77), indicating substantial agreement. Nevertheless, studies reliant on ICD-10 codes from administrative data should consider the 23% level of disagreement when characterising crash counterparts in cycling crashes.


Assuntos
Acidentes de Trânsito/estatística & dados numéricos , Ciclismo/lesões , Codificação Clínica/normas , Classificação Internacional de Doenças , Autorrelato , Austrália , Confiabilidade dos Dados , Bases de Dados Factuais , Humanos , Estudos Prospectivos , Centros de Traumatologia/estatística & dados numéricos
3.
Aust Health Rev ; 41(2): 192-200, 2017 May.
Artigo em Inglês | MEDLINE | ID: mdl-27144728

RESUMO

Objective The aim of the present study was to investigate the perceptions of consultant surgeons, allied health clinicians and rehabilitation consultants regarding discharge destination decision making from the acute hospital following trauma. Methods A qualitative study was performed using individual in-depth interviews of clinicians in Victoria (Australia) between April 2013 and September 2014. Thematic analysis was used to derive important themes. Case studies provided quantitative information to enhance the information gained via interviews. Results Thirteen rehabilitation consultants, eight consultant surgeons and 13 allied health clinicians were interviewed. Key themes that emerged included the importance of financial considerations as drivers of decision making and the perceived lack of involvement of medical staff in decisions regarding discharge destination following trauma. Other themes included the lack of consistency of factors thought to be important drivers of discharge and the difficulty in acting on trauma patients' requests in terms of discharge destination. Importantly, as the complexity of the patient increases in terms of acquired brain injury, the options for rehabilitation become scarcer. Conclusions The information gained in the present study highlights the large variation in discharge practises between and within clinical groups. Further consultation with stakeholders involved in the care of trauma patients, as well as government bodies involved in hospital funding, is needed to derive a more consistent approach to discharge destination decision making. What is known about the topic? Little is known about the drivers for referral to, or acceptance at, in-patient rehabilitation following acute hospital care for traumatic injury in Victoria, Australia, including who makes these decisions of behalf of patients and how these decisions are made. What does this paper add? This paper provides information regarding the perceptions of acute hospital consultant surgeons and allied health, as well as rehabilitation clinicians, in terms of discharge destination decision making from the acute hospital following trauma. The use of case studies further highlights differences between, and within, these specialities with regard to this decision making. This research also highlights the importance of financial considerations as drivers of decision making, and the lack of consistency of the factors thought to be important drivers of discharge between these different clinical groupings. What are the implications for practitioners? This research shows that financial factors are significant drivers of discharge destination decision making for trauma patients. The present study highlights opportunities to engage with stakeholders (acute care, rehabilitation, administration, government and patients) to develop more consistent discharge processes that optimise the use of rehabilitation resources for those patients who could benefit from in-patient rehabilitation.


Assuntos
Tomada de Decisões , Hospitais Públicos , Corpo Clínico Hospitalar/psicologia , Alta do Paciente , Centros de Reabilitação , Ferimentos e Lesões/reabilitação , Humanos , Entrevistas como Assunto , Pesquisa Qualitativa , Vitória
4.
Aust Health Rev ; 40(6): 619-624, 2016 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-26885685

RESUMO

Objective The medical record is critical for documentation and communication between healthcare professionals. The aim of the present study was to evaluate important aspects of the orthopaedic medical record and system performance to determine whether any deficiencies exist in these areas. Methods Review of 200 medical records of surgically treated traumatic lower limb injury patients was undertaken. The operative report, discharge summary and first and second outpatient reviews were evaluated. Results In all cases, an operative report was completed by a senior surgeon. Weight-bearing status was adequately documented in 91% of reports. Discharge summaries were completed for 82.5% of admissions, with 87.3% of these having instructions reflective of those in the operative report. Of first and second outpatient reviews, 69% and 73%, respectively, occurred within 1 week of the requested time. Previously documented management plans were changed in 30% of reviews. At 6-months post-operatively, 42% of patients had been reviewed by a member of their operating team. Discussion Orthopaedic medical record documentation remains an area for improvement. In addition, hospital out-patient systems perform suboptimally and may affect patient outcomes. What is known about the topic? Medical records are an essential tool in modern medical practice. Despite the importance of comprehensive documentation in the medical record, numerous examples of poor documentation have been demonstrated, including substandard documentation during consultant ward rounds by junior doctors leading to a breakdown in healthcare professional communication and potential patient mismanagement. Further inadequacies of medical record documentation have been demonstrated in surgical discharge notes, with complete and correct documentation reported to be as low as 65%. What does this paper add? Standards of patient care should be constantly monitored and deficiencies identified in order to implement a remedy and close the quality loop. The present study has highlighted that the standard of orthopaedic trauma medical record keeping at an Australian Level 1 trauma centre is below what is expected and several key areas of documentation require improvement. This paper further evaluates the system performance of the out-patient system, an area where, to the authors knowledge, there is no previous work published. The findings show that the performance was below what is expected for surgical review, with many patients failing to be reviewed by their operating surgeon. What are the implications for practitioners? The present study shows that there is a poor level of documentation and a standard of out-patient review below what is expected. The implications of these findings will be to highlight current deficiencies to practitioners and promote change in current practice to improve the quality of medical record documentation among medical staff. Further, the findings of poor system performance will promote change in the current system of delivering out-patient care to patients.


Assuntos
Traumatismos da Perna/cirurgia , Prontuários Médicos/normas , Adulto , Feminino , Humanos , Pacientes Internados , Masculino , Corpo Clínico Hospitalar , Melhoria de Qualidade , Estudos Retrospectivos , Vitória
5.
Aust Health Rev ; 40(6): 625-632, 2016 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-26910554

RESUMO

Objective The involvement of orthopaedic trauma patients in the decision-making regarding discharge destination from the acute hospital and their perceptions of the care following discharge are poorly understood. The aim of the present study was to investigate orthopaedic trauma patient experiences of discharge from the acute hospital and transition back into the community. Methods The present qualitative study performed in-depth interviews, between October 2012 and November 2013, with patients aged 18-64 years with lower limb trauma. Thematic analysis was used to derive important themes. Results Ninety-four patients were interviewed, including 35 discharged to in-patient rehabilitation. Key themes that emerged include variable involvement in decision-making regarding discharge, lack of information and follow-up care on discharge and varying opinions regarding in-patient rehabilitation. Readiness for discharge from in-patient rehabilitation also differed widely among patients, with patients often reporting being ready for discharge before the planned discharge date and feeling frustration at the need to stay in in-patient care. There was also a difference in patients' perception of the factors leading to recovery, with patients discharged to rehabilitation more commonly reporting external factors, such as rehabilitation providers and physiotherapy. Conclusion The insights provided by the participants in the present study will help us improve our discharge practice, especially the need to address the concerns of inadequate information provision regarding discharge and the role of in-patient rehabilitation. What is known about the topic? There is no current literature describing trauma patient involvement in decision-making regarding discharge from the acute hospital and the perception of how this decision (and destination choice; e.g. home or in-patient rehabilitation) affects their outcome. What does this paper add? The present large qualitative study provides information on patients' opinion of discharge from the acute hospital following trauma and how this could be improved from their perception. Patients are especially concerned with the lack of information provided to them on discharge, their lack of involvement and understanding of the choices made with regard to their discharge and describe concerns regarding their follow-up care. There is also a feeling from the patients that they are ready to leave rehabilitation before their actual planned discharge date, a concept that needs further investigation. What are the implications for practitioners? The patient insights gained by the present study will lead to a change in discharge practice, including increased involvement of the patient in the decision-making in terms of discharge from both the acute and rehabilitation hospitals and a raised awareness of the need to provide written information and follow-up telephone calls to patients following discharge. Further research into many aspects of patient discharge from the acute hospital should be considered, including the use of rehabilitation prediction tools to ensure patient involvement in decision-making and a discharge and/or follow-up coordinator to ensure patients are aware of how to access information after discharge.


Assuntos
Tomada de Decisões , Traumatismos da Perna/terapia , Alta do Paciente , Satisfação do Paciente , Adolescente , Adulto , Feminino , Humanos , Entrevistas como Assunto , Masculino , Pessoa de Meia-Idade , Pesquisa Qualitativa , Vitória
6.
BMC Health Serv Res ; 13: 30, 2013 Jan 26.
Artigo em Inglês | MEDLINE | ID: mdl-23351376

RESUMO

BACKGROUND: Understanding the factors that impact on disability is necessary to inform trauma care and enable adequate risk adjustment for benchmarking and monitoring. A key consideration is how to adjust for pre-existing conditions when assessing injury outcomes, and whether the inclusion of comorbidity is needed in addition to adjustment for age. This study compared different approaches to modelling the impact of comorbidity, collected as part of the routine hospital episode data, on disability outcomes following orthopaedic injury. METHODS: 12-month Glasgow Outcome Scale - Extended (GOS-E) outcomes for 13,519 survivors to discharge were drawn from the Victorian Orthopaedic Trauma Outcomes Registry, a prospective cohort study of admitted orthopaedic injury patients. ICD-10-AM comorbidity codes were mapped to four comorbidity indices. Cases with a GOS-E score of 7-8 were considered "recovered". A split dataset approach was used with cases randomly assigned to development or test datasets. Logistic regression models were fitted with "recovery" as the outcome and the performance of the models based on each comorbidity index (adjusted for injury and age) measured using calibration (Hosmer-Lemshow (H-L) statistics and calibration curves) and discrimination (Area under the Receiver Operating Characteristic (AUC)) statistics. RESULTS: All comorbidity indices improved model fit over models with age and injuries sustained alone. None of the models demonstrated acceptable model calibration (H-L statistic p < 0.05 for all models). There was little difference between the discrimination of the indices for predicting recovery: Charlson Comorbidity Index (AUC 0.70, 95% CI: 0.68, 0.71); number of ICD-10 chapters represented (AUC 0.70, 95% CI: 0.69, 0.72); number of six frequent chronic conditions represented (AUC 0.70, 95% CI: 0.69, 0.71); and the Functional Comorbidity Index (AUC 0.69, 95% CI: 0.68, 0.71). CONCLUSIONS: The presence of ICD-10 recorded comorbid conditions is an important predictor of long term functional outcome following orthopaedic injury and adjustment for comorbidity is indicated when assessing risk-adjusted functional outcomes over time or across jurisdictions.


Assuntos
Comorbidade , Avaliação da Deficiência , Avaliação de Resultados em Cuidados de Saúde/métodos , Ferimentos e Lesões/reabilitação , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Osso e Ossos/lesões , Intervalos de Confiança , Feminino , Escala de Resultado de Glasgow , Humanos , Classificação Internacional de Doenças , Modelos Logísticos , Masculino , Pessoa de Meia-Idade , Valor Preditivo dos Testes , Estudos Prospectivos , Risco Ajustado , Adulto Jovem
7.
OTA Int ; 6(3 Suppl): e257, 2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-37533440

RESUMO

Malalignment is one of the most common problems linked to nailing of proximal tibial fractures. This review will cover technical aspects of intramedullary nailing and will help explain the various risk factors. Deformity rules aid in identifying the likely deformity and help to develop management strategies. Various tools and techniques are discussed which can help optimize the outcome. Level of Evidence: Therapeutic Level V.

8.
J Orthop ; 39: 42-44, 2023 May.
Artigo em Inglês | MEDLINE | ID: mdl-37125013

RESUMO

Background: Epidemiological data from various jurisdictions has shown that electric scooters are associated with significant trauma. The Victorian state government introduced a trial scooter sharing scheme on February 1, 2022 in inner city Melbourne. This is a descriptive study from the largest trauma centre in Victoria, geographically at the heart of the government sharing scheme, investigating the "scope of the problem" before and after introduction of the ride sharing scheme. Methods: Retrospective case series. Insitutional orthopaedic department database was searched from 1 Jan 2021 to 30 June 2022 to identify all admissions, requiring orthopaedic management, associated with e-scooter trauma. Data collected included, alcohol/drug involvement, hospital LOS, injury severity score, ICU admission, injuries sustained, surgical procedures, discharge destination, and death. Results: In the 12 months prior to, and five months since introduction of the ride share scheme, 43 patients sustaining e-scooter related injuries were identified. Eighteen patients (42%) presented in the five months since ride sharing was introduced and 25 patients in the preceding 12 months. 58% of patients were found to be intoxicated. Fourteen percent required an ICU admission. Forty-four percent of patients were polytrauma admissions. The median length of stay was two days, longest individual hospital stay was 69 days. There were 49 surgical procedures in 35 patients including neurosurgical, plastics and maxillofacial operations. The mean Injury Severity Score was 17.28. Conclusion: Electric scooters are associated with a significant trauma burden. This data may be combined with other clinical services and could be used to inform policy makers.

9.
J Orthop Trauma ; 37(10): 492-499, 2023 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-37296087

RESUMO

OBJECTIVES: To compare fracture incidence, mortality, and patient-reported health outcomes at 6 and 12 months postinjury between primary and periprosthetic distal femur fractures in older adults. METHODS: A registry-based cohort study was conducted including all adults 70 years of age or older registered by the Victorian Orthopaedic Trauma Outcomes Registry who experienced a primary or periprosthetic distal femur fracture between 2007 and 2017. Outcomes included mortality and health status (Three-Level European Quality of Life-Five Dimensions Scale [EQ-5D-3L]) collected at 6 and 12 months postinjury. All distal femur fractures were confirmed by radiological review. Multivariable logistic regression was conducted to report associations between fracture type and mortality and health status. RESULTS: A final cohort of 292 participants was identified. Overall mortality for the cohort was 29.8%, and no significant differences were found in mortality rate or EQ-5D-3L outcomes between fracture types (ie, primary vs. periprosthetic). A large proportion of participants reported problems across all EQ-5D-3L domains at 6 and 12 months postinjury, with slightly worse outcomes in the primary fracture group. CONCLUSIONS: This study reports high mortality and poor 12-month outcomes in an older adult cohort with both periprosthetic and primary distal femur fractures. Given these poor outcomes, fracture prevention and a greater focus on long-term rehabilitation is needed in this cohort. In addition, the involvement of an ortho-geriatrician should be considered as a routine component of care. LEVEL OF EVIDENCE: Prognostic Level III. See Instructions for Authors for a complete description of levels of evidence.


Assuntos
Fraturas Femorais Distais , Fraturas do Fêmur , Fraturas Periprotéticas , Humanos , Idoso , Fraturas do Fêmur/cirurgia , Fraturas do Fêmur/etiologia , Estudos de Coortes , Qualidade de Vida , Fraturas Periprotéticas/epidemiologia , Fraturas Periprotéticas/cirurgia , Fraturas Periprotéticas/complicações , Fêmur , Medidas de Resultados Relatados pelo Paciente , Estudos Retrospectivos , Fixação Interna de Fraturas/métodos
10.
J Orthop Trauma ; 37(9): e341-e348, 2023 09 01.
Artigo em Inglês | MEDLINE | ID: mdl-37053113

RESUMO

OBJECTIVES: To report on the long-term outcomes of the management of translated proximal humerus fractures. DESIGN: A prospective cohort study was conducted from January 2010 to December 2018. SETTING: Academic Level 1 trauma center. PARTICIPANTS/PATIENTS: A total of 108 patients with a proximal humerus fracture with ≥100% translation, defined as no cortical bony contact between the shaft and humeral head fragments, were included. INTERVENTION: Patients were managed nonoperatively with sling immobilization or with operative management as determined by the treating surgeon. MAIN OUTCOME MEASURES: Outcome measures were the Oxford Shoulder Score, EQ-5D-5L, return to work, and radiological outcomes. Complications recorded included further surgery, loss of position/fixation, nonunion/malunion, and avascular necrosis. RESULTS: Of the 108 patients, 76 underwent operative intervention and 32 were managed nonoperatively. The mean (SD) age in the operative group was 54.3 (±20.2) years and in the nonoperative group was 73.3 (±15.3) years ( P < 0.001). There was no association between Oxford Shoulder Score and management options (mean 38.5 [±9.5] operative versus mean 41.3 [±8.5] nonoperative, P = 0.48). Operative management was associated with improved health status outcomes; EQ-5D utility score adjusted mean difference was 0.16 (95% CI, 0.04-0.27; P = 0.008); EQ-5D VAS adjusted mean difference was 19.2 (95% CI, 5.2-33.2; P = 0.008). Operative management was associated with a lower odds of nonunion (adjusted OR 0.30; 95% CI, 0.09-0.97; P = 0.04), malunion (adjusted OR 0.14; 95% CI, 0.04-0.51; P = 0.003), and complications (adjusted OR 0.07; 95% CI, 0.02-0.32; P = 0.001). CONCLUSION: Translated proximal humerus fractures with ≥100% displacement demonstrate improved health status and radiological outcomes after surgical fixation. LEVEL OF EVIDENCE: Therapeutic Level III. See Instructions for Authors for a complete description of levels of evidence.


Assuntos
Fraturas do Úmero , Fraturas do Ombro , Humanos , Adulto , Pessoa de Meia-Idade , Idoso , Estudos Prospectivos , Avaliação de Resultados em Cuidados de Saúde , Fixação Interna de Fraturas , Fraturas do Ombro/diagnóstico por imagem , Fraturas do Ombro/cirurgia , Úmero , Cabeça do Úmero , Resultado do Tratamento , Estudos Retrospectivos
11.
Emerg Med Australas ; 35(2): 353-356, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36623931

RESUMO

OBJECTIVE: To report the frequency of electric scooter-related trauma and association with alcohol and other drug (AOD) use. METHODS: A retrospective cohort study was conducted, including presentations from 1 January 2017 to 31 May 2022 to a metropolitan health service. RESULTS: There were 272 cases included, with increasing frequency, of which 65 (24%) had AOD exposure. Most AOD-related trauma occurred at night, among males, without helmet use, had higher injury severity, requirement for surgical intervention and longer hospital length of stay. CONCLUSIONS: Urgent preventive measures with a focus on reducing AOD exposure and promoting of helmet use is indicated.


Assuntos
Traumatismos por Eletricidade , Serviço Hospitalar de Emergência , Masculino , Humanos , Estudos Retrospectivos , Dispositivos de Proteção da Cabeça , Acidentes de Trânsito
12.
Aust Health Rev ; 46(2): 204-209, 2022 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-34749881

RESUMO

Objective The medical record is critical for documentation and communication between healthcare professionals. This study compared the completeness of orthopaedic documentation between the electronic medical record (EMR) and paper medical record (PMR). Methods A review was undertaken of 400 medical records (200 EMR, 200 PMR) of patients with operatively managed traumatic lower limb injury. The operative report, discharge summary and first and second out-patient reviews were evaluated using criteria designed by a senior orthopaedic surgeon and senior physiotherapist. The criteria included information deemed critical to the post-operative care of the patient in the first 6 weeks post-surgery. Results In all cases, an operative report was completed by a senior surgeon. Notable findings included inferior documentation of patient weight-bearing status on the operative report in the EMR than PMR group (P = 0.018). There was a significant improvement in the completion of discharge summaries in the EMR compared with PMR cohort (100% vs 82.5% respectively; P < 0.001). In the PMR group, 70.0% of discharge summaries were completed and adequately documented, compared with 91.5% of those in the EMR group (P < 0.001). At out-patient review, there was an improvement in documentation of weight-bearing instructions in the EMR compared with PMR group (81.1% vs 76.2% respectively; P = 0.032). Conclusion The EMR is associated with an improvement in the standard of orthopaedic medical record documentation, but deficiencies remain in key components of the medical record. What is known about the topic? Medical records are an essential tool in modern medical practice and have significant implications for patient care and management, communication and medicolegal issues. Despite the importance of comprehensive documentation, numerous examples of poor documentation continue to be demonstrated. Recently, significant changes to the medical record in Australia have been implemented with the conversion of some hospitals to an EMR and the implementation of the My Health Record. What does this paper add? Standards of patient care should be monitored continuously and deficiencies identified in order to implement measures for improvement and to close the quality loop. This study has highlighted that although there has been improvement in medical record keeping with the implementation of an EMR, the standard of orthopaedic medical record keeping continues to be below what is expected, and several key areas of documentation require improvement. What are the implications for practitioners? The implications of these findings for practitioners are to highlight current deficiencies in documentation and promote change in current practice to improve the quality of medical record documentation among medical staff. Although the EMR has improved documentation, there remain areas for further improvement, and hospital administrators will find these observations useful in implementing ongoing change.


Assuntos
Documentação , Registros Eletrônicos de Saúde , Austrália , Documentação/métodos , Eletrônica , Hospitais , Humanos
13.
Eur J Radiol ; 153: 110366, 2022 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-35623313

RESUMO

INTRODUCTION: Proximal humeral fractures account for a significant proportion of all fractures. Detailed accurate classification of the type and severity of the fracture is a key component of clinical decision making, treatment and plays an important role in orthopaedic trauma research. This research aimed to assess the performance of Machine Learning (ML) multiclass classification algorithms to classify proximal humeral fractures using radiology text data. MATERIALS AND METHODS: Data from adult (16 + years) patients admitted to a major trauma centre for management of their proximal humerus fracture from January 2010 to January 2019 were used (1,324). Six input text datasets were used for classification: X-ray and/or CT scan reports (primary) and concatenation of patient age and/or patient sex. One of seven Neer class labels were classified. Models were evaluated using accuracy, recall, precision, F1, and One-versus-rest scores. RESULTS: A number of statistical ML algorithms performed acceptably and one of the BERT models, exhibiting good accuracy of 61% and an excellent one-versus-rest score above 0.8. The highest precision, recall and F1 scores were 50%, 39% and 39% respectively, being considered reasonable scores with the sparse text data used and in the context of machine learning. CONCLUSION: ML and BERT algorithms based on routine unstructured X-ray and CT text reports, combined with the demographics of the patient, show promise in Neer classification of proximal humeral fractures to aid research. Use of these algorithms shows potential to speed up the classification task and assist radiologist, surgeons and researchers.


Assuntos
Aprendizado Profundo , Radiologia , Fraturas do Ombro , Adulto , Algoritmos , Humanos , Radiografia , Fraturas do Ombro/diagnóstico por imagem
14.
Bone Joint J ; 103-B(4): 769-774, 2021 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-33789468

RESUMO

AIMS: Complex fractures of the femur and tibia with associated severe soft tissue injury are often devastating for the individual. The aim of this study was to describe the two-year patient-reported outcomes of patients in a civilian population who sustained a complex fracture of the femur or tibia with a Mangled Extremity Severity Score (MESS) of ≥ 7, whereby the score ranges from 2 (lowest severity) to 11 (highest severity). METHODS: Patients aged ≥ 16 years with a fractured femur or tibia and a MESS of ≥ 7 were extracted from the Victorian Orthopaedic Trauma Outcomes Registry (January 2007 to December 2018). Cases were grouped into surgical amputation or limb salvage. Descriptive analysis were used to examine return to work rates, three-level EuroQol five-dimension questionnaire (EQ-5D-3L), and Glasgow Outcome Scale-Extended (GOS-E) outcomes at 12 and 24 months post-injury. RESULTS: In all, 111 patients were included: 90 (81%) patients who underwent salvage and 21 (19%) patients with surgical amputation. The mean age of patients was 45.8 years (SD 15.8), 93 (84%) were male, 37 (33%) were involved in motor vehicle collisions, and the mean MESS score was 8.2 (SD 1.4). Two-year outcomes in the cohort were poor: six (7%) patients achieved a GOS-E good recovery, the mean EQ-5D-3L summary score was 0.52 (SD 0.27), and 17 (20%) patients had returned to work. CONCLUSION: A small proportion of patients with severe lower limb injury (MESS ≥ 7) achieved a good level of function 24 months post-injury. Further follow-up is needed to better understand the long-term trajectory of these patients, including delayed amputation, hospital readmissions, and healthcare utilization. Cite this article: Bone Joint J 2021;103-B(4):769-774.


Assuntos
Fraturas do Fêmur/cirurgia , Escala de Gravidade do Ferimento , Traumatismos da Perna/cirurgia , Fraturas da Tíbia/cirurgia , Amputação Cirúrgica , Feminino , Humanos , Salvamento de Membro , Masculino , Pessoa de Meia-Idade , Qualidade de Vida , Sistema de Registros , Vitória
15.
PLoS One ; 16(9): e0257361, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34555069

RESUMO

BACKGROUND: Distal radius (wrist) fractures are the second most common fracture admitted to hospital. The anatomical pattern of these types of injuries is diverse, with variation in clinical management, guidelines for management remain inconclusive, and the uptake of findings from clinical trials into routine practice limited. Robust predictive modelling, which considers both the characteristics of the fracture and patient, provides the best opportunity to reduce variation in care and improve patient outcomes. This type of data is housed in unstructured data sources with no particular format or schema. The "Predicting fracture outcomes from clinical Registry data using Artificial Intelligence (AI) Supplemented models for Evidence-informed treatment (PRAISE)" study aims to use AI methods on unstructured data to describe the fracture characteristics and test if using this information improves identification of key fracture characteristics and prediction of patient-reported outcome measures and clinical outcomes following wrist fractures compared to prediction models based on standard registry data. METHODS AND DESIGN: Adult (16+ years) patients presenting to the emergency department, treated in a short stay unit, or admitted to hospital for >24h for management of a wrist fracture in four Victorian hospitals will be included in this study. The study will use routine registry data from the Victorian Orthopaedic Trauma Outcomes Registry (VOTOR), and electronic medical record (EMR) information (e.g. X-rays, surgical reports, radiology reports, images). A multimodal deep learning fracture reasoning system (DLFRS) will be developed that reasons on EMR information. Machine learning prediction models will test the performance with/without output from the DLFRS. DISCUSSION: The PRAISE study will establish the use of AI techniques to provide enhanced information about fracture characteristics in people with wrist fractures. Prediction models using AI derived characteristics are expected to provide better prediction of clinical and patient-reported outcomes following distal radius fracture.


Assuntos
Medicina Baseada em Evidências , Fixação de Fratura/métodos , Consolidação da Fratura , Fraturas do Rádio/epidemiologia , Adolescente , Adulto , Algoritmos , Inteligência Artificial , Gerenciamento de Dados , Registros Eletrônicos de Saúde , Humanos , Ortopedia , Medidas de Resultados Relatados pelo Paciente , Sistema de Registros , Vitória/epidemiologia , Traumatismos do Punho/diagnóstico por imagem , Adulto Jovem
16.
Injury ; 51(4): 1091-1096, 2020 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-32164952

RESUMO

BACKGROUND: Limb length discrepancy in adults is not an uncommon occurrence following trauma and limited literature exists on limb lengthening in skeletally mature populations using modern techniques. This study aimed to evaluate outcomes of limb lengthening surgery using the PRECICE magnetic limb lengthening intramedullary nail in an adult population. METHOD: From 2013 to 2018, 21 adult patients were operated by a single surgeon, using the PRECICE nail, for lower limb length discrepancies. Low energy femoral osteotomies were performed via a limited approach. Tibial osteotomies were performed using a percutaneous technique and Gigli saw. A distraction rate of 0.75 mm/day was used as a standard protocol with change in rate of 0.25 mm/day implemented as required. Patients were followed up until radiological evidence of consolidation. RESULTS: Mean patient age was 36.4 years (range 21-65), with 19 patients being male. Seventeen femoral and four tibial lengthenings were performed. Mean follow up was 15.1 months (range 6-30). Eleven patients underwent deformity correction at time of nail insertion (10 femoral, 1 tibial). All patients achieved correct lengthening (mean gain 36.5 mm, range 18-80 mm). All patients consolidated their regenerate bone (mean 268 days, range 99-825). Mean femoral consolidation index was 6.5, mean tibial consolidation index was 16.1 (p = 0.002). Six patients had delayed consolidation of regenerate bone. Increasing age (p = 0.04), number of prior operations (p = 0.03), and smoking (p = 0.01) were associated with delayed consolidation. Four of 21 (19%) patients suffered a complication, with one implant failure. CONCLUSIONS: The PRECICE intramedullary nail is a reliable limb lengthening device in skeletally mature patients, providing predictable lengthening and bone regeneration.


Assuntos
Pinos Ortopédicos , Fixação Intramedular de Fraturas/instrumentação , Desigualdade de Membros Inferiores/cirurgia , Fraturas da Tíbia/cirurgia , Adulto , Feminino , Fraturas do Fêmur/diagnóstico por imagem , Fraturas do Fêmur/cirurgia , Humanos , Perna (Membro) , Desigualdade de Membros Inferiores/diagnóstico por imagem , Masculino , Pessoa de Meia-Idade , Radiografia , Estudos Retrospectivos , Resultado do Tratamento , Adulto Jovem
17.
Injury ; 51(2): 420-428, 2020 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-31810636

RESUMO

INTRODUCTION: This study investigated which patient and injury characteristics are associated with 12-month mortality rates and living independently after isolated hip fracture. METHODS: Older adults aged ≥65 years were included if they had an isolated hip fracture, were admitted to hospital between July 2009 and June 2016, inclusive, and were registered to the Victorian Orthopaedic Trauma Outcomes Registry. Mortality up to 12 months (365 days) post-injury, and functional outcomes (Glasgow Outcome Scale-Extended; GOS-E) at 12 months post-injury were examined. Multivariable Cox proportional hazards regression was used to estimate adjusted hazard ratios (aHRs), and multivariable logistic regression was used to identify predictors of living independently compared with severe disability or death on the GOS-E. RESULTS: 4,912 patients were included, of whom 28% died, 46% had moderate-severe disability, and 26% were living independently 12 months post-injury. Mortality rates were lower in women (aHR=0.56, 95%CI: 0.50, 0.63), and in people injured in a high fall vs low fall (aHR=0.47, 95%CI: 0.31, 0.72). Mortality rates were higher in people in the older age groups (75-84 years: aHR=1.53, 95%CI: 1.21, 1.93; 95+ years: aHR=3.58, 95%CI: 2.68, 4.77), living in areas with the highest level of socioeconomic disadvantage (aHR=1.25, 95%CI: 1.01, 1.55), with a Charlson Comorbidity Index weighting of one (aHR=1.60, 95%CI: 1.36, 1.88) or more than one (aHR=2.21, 95%CI: 1.94, 2.53), whose injury occurred in a residential institution versus at home (aHR=2.63, 95%CI: 1.97, 3.52), that resulted in intensive care unit admission (aHR=1.68, 95%CI: 1.21, 2.32), and in people who did not have surgery versus people who had internal fixation (aHR=1.65, 95%CI: 1.33, 2.04). Independent living was inversely associated with most of the same characteristics; however, people also had lower odds of living independently if they were from metropolitan residential areas versus rural areas (aOR=0.77, 95%CI: 0.62, 0.96), or had mild to moderate (aOR=0.33, 95%CI: 0.27, 0.39) or marked to severe (aOR=0.13, 95%CI: 0.09, 0.20) preinjury disability vs no preinjury disability. CONCLUSIONS: Characteristics that are associated with social disadvantage, frailty, poor health and reduced independence before injury were associated with increased rates of death and reduced odds of living independently 12 months after isolated hip fracture.


Assuntos
Fraturas do Quadril/mortalidade , Vida Independente/estatística & dados numéricos , Mortalidade/tendências , Acidentes por Quedas/estatística & dados numéricos , Idoso , Idoso de 80 Anos ou mais , Austrália/epidemiologia , Comorbidade , Pessoas com Deficiência/estatística & dados numéricos , Feminino , Fixação Interna de Fraturas/métodos , Fraturas do Quadril/epidemiologia , Fraturas do Quadril/cirurgia , Hospitalização , Humanos , Masculino , Estudos Prospectivos , Recuperação de Função Fisiológica/fisiologia , Sistema de Registros
18.
Bone Joint J ; 102-B(12): 1735-1742, 2020 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-33249893

RESUMO

AIMS: Acetabular fractures in older adults lead to a high risk of mortality and morbidity. However, only limited data have been published documenting functional outcomes in such patients. The aims of this study were to describe outcomes in patients aged 60 years and older with operatively managed acetabular fractures, and to establish predictors of conversion to total hip arthroplasty (THA). METHODS: We conducted a retrospective, registry-based study of 80 patients aged 60 years and older with acetabular fractures treated surgically at The Alfred and Royal Melbourne Hospital. We reviewed charts and radiological investigations and performed patient interviews/examinations and functional outcome scoring. Data were provided by the Victorian Orthopaedic Trauma Outcomes Registry (VOTOR). Survival analysis was used to describe conversion to THA in the group of patients who initially underwent open reduction and internal fixation (ORIF). Multivariate regression analyses were performed to identify factors associated with conversion to THA. RESULTS: Seven patients (8.8%) had died at a median follow-up of 18 months (interquartile range (IQR) 12 to 25), of whom four were in the acute THA group. Eight patients (10%) underwent acute THA. Of the patients who underwent ORIF, 17/72 (23.6%) required conversion to THA at a median of 10.5 months (IQR 4.0 to 32.0) . After controlling for other factors, transport-related cases had an 88% lower rate of conversion to THA (hazard ratio (HR) 0.12, 95% confidence interval (CI) 0.02 to 0.91). Mean standardized Physical Component Summary Score (PCS-12) of the 12-Item Short Form Health Survey (SF-12) was comparable with the general population (age-/sex-matched) by 12 to 24 months. Over half of patients working prior to injury (14/26) returned to work by six months and two-thirds of patients (19/27) by 12 months. CONCLUSION: Patients over 60 years of age managed operatively for displaced acetabular fractures had a relatively high mortality rate and a high conversion rate to THA in the ORIF group but, overall, patients who survived had mean PCS-12 scores that improved over two years and were comparable with controls. Cite this article: Bone Joint J 2020;102-B(12):1735-1742.


Assuntos
Acetábulo/cirurgia , Artroplastia de Quadril , Fixação Interna de Fraturas/métodos , Fraturas Ósseas/cirurgia , Redução Aberta , Acetábulo/lesões , Fatores Etários , Idoso , Idoso de 80 Anos ou mais , Artroplastia de Quadril/mortalidade , Feminino , Fixação Interna de Fraturas/mortalidade , Fraturas Ósseas/mortalidade , Humanos , Masculino , Pessoa de Meia-Idade , Redução Aberta/métodos , Redução Aberta/mortalidade , Sistema de Registros , Estudos Retrospectivos , Análise de Sobrevida , Resultado do Tratamento
19.
Health Lit Res Pract ; 3(3): e187-e193, 2019 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-31428736

RESUMO

BACKGROUND: Medical terminology is often complex and confusing to lay people. Even common terms used by health care professionals often have other meanings and can easily be misinterpreted. OBJECTIVE: This study aimed to identify patient comprehension of common orthopedic terminology across multiple hospital settings. METHODS: A cross-sectional study was conducted from September 2016 until November 2016 at an Academic Level 1 trauma center. One hundred and fifty emergency department patients and 150 orthopedic inpatients with isolated orthopedic injuries were included. Participants completed a questionnaire consisting of 12 multiple-choice questions determining patient comprehension of common orthopedic terminology. KEY RESULTS: Total comprehension scores on the questionnaire were scored as number correct out of 11. In the emergency department, the mean total score was 5.01 compared to 5.45 in orthopedic inpatients (p = .046). Patients in both groups demonstrated poor understanding of medical terms (including fracture, ruptured tendon) and anatomical terms. In contrast, nonmedical terminology such as broken bone was better understood. Fifty-seven percent of participants stated that they understood their orthopedic condition completely. Notably, there was no correlation (r = .15) between comprehension and participants describing that they completely understood their orthopedic condition. CONCLUSIONS: Emergency department patients and orthopedic inpatients demonstrate poor comprehension of orthopedic terminology. Health care professionals should assume a poor level of comprehension during their interactions with orthopedic patients and ensure that patient communication is clear, concise, and informative to facilitate better patient comprehension, informed consent, and an improved doctor-patient relationship. [HLRP: Health Literacy Research and Practice. 2019;3(3):e187-e193.]. PLAIN LANGUAGE SUMMARY: This study evaluated patient comprehension of common orthopedic terminology in orthopedic inpatients and patients presenting to the emergency department with orthopedic injuries. This study found that patients demonstrate poor understanding of terminology used commonly by health care professionals, and that patients demonstrated little insight into their lack of comprehension. These findings have implications for doctor-patient communication, informed consent, and patient satisfaction.

20.
Artigo em Inglês | MEDLINE | ID: mdl-31013802

RESUMO

The aim of this study was to determine the association between patient-reported outcome measures (PROMs) six months following femoral neck fracture after a low fall and future arthroplasty, and the factors associated with this. Six-month post-fracture PROMs were collected from the Victorian Orthopaedic Trauma Outcomes Registry (VOTOR) for patients aged >55 years who were admitted for a femoral neck fracture after a low fall between March 2007 and June 2015. These cases were linked with those registered by Australian Orthopaedic Association National Joint Replacement Registry (AOANJRR) up to October 2016. Multivariable analysis was performed using a Cox proportional hazards model to determine factors associated with future arthroplasty, including six-month PROMs. Of the 7077 hip fracture patients registered by VOTOR during the study period, 2325 met the inclusion criteria. Internal fixation being used for the initial hip fracture surgery, being younger and having no pre-injury disability were all independently associated with future revision or conversion to arthroplasty. Out of all PROMs, reporting pain and discomfort six months post-fracture was associated with a 9.5-fold increase in the risk of future arthroplasty (95% CI: 3.81, 23.67). The value of clinical registries can be enhanced via data linkage, in this case by using PROMs to predict arthroplasty following femoral neck fracture.


Assuntos
Artroplastia de Quadril , Fraturas do Colo Femoral/cirurgia , Fraturas do Quadril/cirurgia , Medidas de Resultados Relatados pelo Paciente , Sistema de Registros , Reoperação , Adulto , Idoso , Austrália , Feminino , Fixação Interna de Fraturas , Humanos , Armazenamento e Recuperação da Informação , Masculino , Pessoa de Meia-Idade , Modelos de Riscos Proporcionais , Resultado do Tratamento
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