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1.
Clin Radiol ; 75(7): 560.e1-560.e7, 2020 07.
Article in English | MEDLINE | ID: mdl-32331782

ABSTRACT

AIM: To assess differences in the exposure, teaching, knowledge, appreciation, and interest in interventional radiology (IR) between male and female doctors prior to specialisation and to identify potential predisposing factors to the gender inequality in interventional radiology. MATERIALS AND METHODS: A prospective cross-sectional multicentre study was conducted using in-person and web-based distribution of a voluntary, anonymous questionnaire to junior doctors yet to commence specialisation at 11 health services across two Australian states. RESULTS: Complete responses were provided by 333 junior doctors (21.9% response rate). Women were significantly less likely than men to consider a career in IR (13.1% versus 29.7%, p < 0.001). No other statistically significant gender disparities were identified, as both men and women reported low levels of prior teaching and exposure to IR, strong belief in the importance of IR, and suboptimal knowledge of IR. CONCLUSIONS: The gender gap amongst practising Australian interventional radiologists is perpetuated by a consistent gender gap in upcoming junior doctors' desire to pursue IR. This disparity exists despite junior doctors receiving the same exposure and opportunities in interventional radiology, possibly suggesting that preconceived stereotypes or psychosocial factors deter females from pursuing this procedural, male-dominated subspecialty. Future qualitative studies are required to confirm this hypothesis, in conjunction with prospective, experimental trials to determine whether changes in education, mentorship, and advocacy can promote gender equality.


Subject(s)
Physicians, Women/statistics & numerical data , Radiology, Interventional/statistics & numerical data , Adult , Australia , Career Choice , Female , Humans , Male , Sexism
2.
J Intern Med ; 284(6): 603-619, 2018 12.
Article in English | MEDLINE | ID: mdl-30102808

ABSTRACT

Machine learning (ML) is a burgeoning field of medicine with huge resources being applied to fuse computer science and statistics to medical problems. Proponents of ML extol its ability to deal with large, complex and disparate data, often found within medicine and feel that ML is the future for biomedical research, personalized medicine, computer-aided diagnosis to significantly advance global health care. However, the concepts of ML are unfamiliar to many medical professionals and there is untapped potential in the use of ML as a research tool. In this article, we provide an overview of the theory behind ML, explore the common ML algorithms used in medicine including their pitfalls and discuss the potential future of ML in medicine.


Subject(s)
Machine Learning , Medicine/trends , Algorithms , Decision Support Systems, Clinical , Forecasting , Humans , Precision Medicine , Supervised Machine Learning , Unsupervised Machine Learning
3.
Community Dent Health ; 29(1): 90-4, 2012 Mar.
Article in English | MEDLINE | ID: mdl-22482257

ABSTRACT

OBJECTIVE: To assess the oral health related quality of life among periodontal risk patients before and after periodontal therapy. METHOD: The study population consisted of 183 patients reporting to the outpatient department of periodontics, who were grouped into low, moderate and high risk patients based on the periodontal risk assessment model. The patients were asked to complete the OHQoL-UK 16 questionnaire before and after periodontal therapy. The change in the patient perception of quality of life before and after treatment was assessed. RESULTS: Periodontitis had a considerable negative impact on the quality of life of patients in the high risk group in comparison to low and moderate risk groups (p < 0.001). Treatment brought about an improvement in the OHQoL scores in the moderate and high risk group. CONCLUSION: This study shows that risk of periodontal disease is significantly related to oral health related quality of life and periodontal therapy improves the quality of life of patients.


Subject(s)
Oral Health , Periodontal Diseases/psychology , Quality of Life , Adolescent , Adult , Dental Scaling , Diabetes Complications , Disease Susceptibility , Drug Delivery Systems , Female , Gingival Hemorrhage/classification , Gingival Hemorrhage/therapy , Humans , India , Male , Middle Aged , Periodontal Attachment Loss/classification , Periodontal Attachment Loss/therapy , Periodontal Diseases/classification , Periodontal Diseases/therapy , Periodontal Pocket/classification , Periodontal Pocket/therapy , Personality , Risk Assessment , Root Planing , Sleep/physiology , Smiling/physiology , Smoking , Social Class , Social Participation , Speech/physiology , Surgical Flaps , Tooth Loss/classification , Young Adult
4.
AJNR Am J Neuroradiol ; 41(1): 178-182, 2020 01.
Article in English | MEDLINE | ID: mdl-31857326

ABSTRACT

BACKGROUND AND PURPOSE: Evidence from randomized controlled trials for the efficacy of vertebral augmentation in vertebral compression fractures has been mixed. However, claims-based analyses from national registries or insurance datasets have demonstrated a significant mortality benefit for patients with vertebral compression fractures who receive vertebral augmentation. The purpose of this study was to calculate the number needed to treat to save 1 life at 1 year and up to 5 years after vertebral augmentation. MATERIALS AND METHODS: A 10-year sample of the 100% US Medicare data base was used to identify patients with vertebral compression fractures treated with nonsurgical management, balloon kyphoplasty, and vertebroplasty. The number needed to treat was calculated between augmentation and nonsurgical management groups from years 1-5 following a vertebral compression fracture diagnosis, using survival probabilities for each management approach. RESULTS: The adjusted number needed to treat to save 1 life for nonsurgical management versus kyphoplasty ranged from 14.8 at year 1 to 11.9 at year 5. The adjusted number needed to treat for nonsurgical management versus vertebroplasty ranged from 22.8 at year 1 to 23.8 at year 5. CONCLUSIONS: Both augmentation modalities conferred a prominent mortality benefit over nonsurgical management in this analysis of the US Medicare registry, with a low number needed to treat. The calculations based on this data base resulted in a low number needed to treat to save 1 life at 1 year and at 5 years.


Subject(s)
Fractures, Compression/surgery , Spinal Fractures/surgery , Vertebroplasty/mortality , Vertebroplasty/methods , Aged , Conservative Treatment/methods , Conservative Treatment/mortality , Female , Humans , Male , Medicare , Middle Aged , United States
5.
AJNR Am J Neuroradiol ; 39(5): 798-806, 2018 05.
Article in English | MEDLINE | ID: mdl-29170272

ABSTRACT

Osteoporotic vertebral compression fractures frequently result in significant morbidity and health care resource use. For patients with severe and disabling pain, vertebral augmentation (vertebroplasty and kyphoplasty) is often considered. Although vertebroplasty was introduced >30 years ago, there are conflicting opinions regarding the role of these procedures in the treatment of osteoporotic vertebral compression fractures. This review article updates clinicians on the published prospective randomized controlled data, including the most recent positive trials that followed initial negative trials in 2009. Analysis of multiple national claim datasets has also provided further insight into the utility of these procedures. Finally, we considered the recent recommendations of national organizations and medical societies that advise on the use of vertebral augmentation procedures for osteoporotic vertebral compression fractures.


Subject(s)
Fractures, Compression/surgery , Kyphoplasty/methods , Osteoporotic Fractures/surgery , Spinal Fractures/surgery , Vertebroplasty/methods , Humans , Treatment Outcome
6.
J Neurointerv Surg ; 9(4): 357-360, 2017 Apr.
Article in English | MEDLINE | ID: mdl-26984868

ABSTRACT

Acute ischemic stroke remains a major public health concern, with low national treatment rates for the condition, demonstrating a disconnection between the evidence of treatment benefit and delivery of this treatment. Intravenous thrombolysis and endovascular thrombectomy are both strongly evidence supported and exquisitely time sensitive therapies. The mismatch between the distribution and incidence of stroke presentations and the availability of specialist care significantly affects access to care. Telestroke, the use of telemedicine for stroke, aims to surmount this hurdle by distributing stroke expertise more effectively, through video consultation with and examination of patients in locations removed from specialist care. This is the first of a detailed two part review, and explores the growth and current practice of telestroke, including the specific role it plays in the assessment and management of patients after emergent large vessel occlusion.


Subject(s)
Stroke/diagnosis , Stroke/therapy , Telemedicine/trends , Disease Management , Humans , Telemedicine/methods , Thrombolytic Therapy/methods , Thrombolytic Therapy/trends
7.
J Neurointerv Surg ; 9(4): 361-365, 2017 Apr.
Article in English | MEDLINE | ID: mdl-26984867

ABSTRACT

Acute ischemic stroke remains a major public health concern, with low national treatment rates for the condition, demonstrating a disconnection between the evidence of treatment benefit and delivery of this treatment. Intravenous thrombolysis and endovascular thrombectomy are both strongly evidence supported and exquisitely time sensitive therapies. The mismatch between the distribution and incidence of stroke presentations and the availability of specialist care significantly affects access to care. Telestroke, the use of telemedicine for stroke, aims to surmount this hurdle by distributing stroke expertise more effectively, through video consultation with and examination of patients in locations removed from specialist care. This is the second of a two part review, and is focused on the challenges telestroke faces for wider adoption. It further details the anticipated evolution of this novel therapeutic platform, and the potential roles it holds in stroke prevention, ambulance based care, rehabilitation, and research.


Subject(s)
Stroke/economics , Stroke/therapy , Telemedicine/economics , Telemedicine/trends , Administration, Intravenous , Endovascular Procedures/economics , Endovascular Procedures/trends , Fibrinolysis , Humans , Stroke/diagnosis , Thrombectomy/economics , Thrombectomy/trends , Thrombolytic Therapy/economics , Thrombolytic Therapy/trends
8.
AJNR Am J Neuroradiol ; 37(1): 180-4, 2016 Jan.
Article in English | MEDLINE | ID: mdl-26427838

ABSTRACT

BACKGROUND AND PURPOSE: There is a paucity of literature that supports the Consortium of Multiple Sclerosis Centers guideline that proton density MR imaging is a core spinal cord sequence. We hypothesized that proton density fast spin-echo imaging is superior to T2 fast spin-echo MR imaging for the detection of cervical cord MS lesions. This study compared the detection rate and conspicuity of cervical cord MS lesions on sagittal 1.5T proton density fast spin-echo and T2 fast spin-echo MR imaging. MATERIALS AND METHODS: One hundred consecutive patients with MS imaged with 1.5T sagittal proton density fast spin-echo and T2 fast spin-echo cervical cord MR imaging between September 2012 and October 2013 were retrospectively included. The number of MS lesions detected on each sequence was recorded; conspicuity was assessed quantitatively with the lesion-to-cord contrast ratio and lesion-contrast-to-noise ratio. Statistical analysis was performed by using the Wilcoxon signed rank test. RESULTS: Seventy-eight patients had MS cord lesions detected. Proton density fast spin-echo imaging detected a greater number of lesions (n = 181) compared with T2 fast spin-echo imaging (n = 137, P < .001). Fifteen patients (19%) with abnormal findings on proton density fast spin-echo imaging had normal findings on T2 fast spin-echo imaging; no patient with abnormal T2 fast spin-echo imaging findings had normal proton density fast spin-echo imaging findings. Although proton density fast spin-echo and T2 fast spin-echo imaging had similar lesion-to-cord contrast ratios (proton density fast spin-echo, 0.32 ± 0.01, versus T2 fast spin-echo, 0.33 ± 0.01; P = .43), proton density fast spin-echo had greater lesion-contrast-to-noise ratio (proton density fast spin-echo, 82 ± 3.0, versus T2 fast spin-echo, 64 ± 2.6; P < .001). CONCLUSIONS: Proton density fast spin-echo imaging is superior to T2 fast spin-echo MR imaging for the detection of cervical cord MS lesions. Proton density fast spin-echo detects cord lesions in patients in whom T2 fast spin-echo findings appear normal. This study forms the evidentiary base for the current Consortium of Multiple Sclerosis Centers guideline that proton density imaging is a core spinal cord sequence.


Subject(s)
Cervical Cord/pathology , Image Enhancement/methods , Magnetic Resonance Imaging/methods , Multiple Sclerosis/diagnosis , Adult , Female , Humans , Male , Middle Aged , Multiple Sclerosis/pathology , Retrospective Studies , Sensitivity and Specificity
9.
AJNR Am J Neuroradiol ; 41(8): E69-E70, 2020 08.
Article in English | MEDLINE | ID: mdl-32675342
10.
AJNR Am J Neuroradiol ; 35(9): 1793-7, 2014 Sep.
Article in English | MEDLINE | ID: mdl-24742807

ABSTRACT

BACKGROUND AND PURPOSE: Endovascular therapy with liquid embolic agents is a common treatment strategy for cranial dural arteriovenous fistulas. This study evaluated the long-term effectiveness of transarterial Onyx as the single embolic agent for curative embolization of noncavernous cranial dural arteriovenous fistulas. MATERIALS AND METHODS: We performed a retrospective review of 40 consecutive patients with 41 cranial dural arteriovenous fistulas treated between March 2006 and June 2012 by using transarterial Onyx embolization with intent to cure. The mean age was 57 years; one-third presented with intracranial hemorrhage. Most (85%) had cortical venous drainage. Once angiographic cure was achieved, long-term treatment effectiveness was assessed with DSA and clinical follow-up. RESULTS: Forty-nine embolization sessions were performed; 85% of cranial dural arteriovenous fistulas were treated in a single session. The immediate angiographic cure rate was 95%. The permanent neurologic complication rate was 2% (mild facial palsy). Thirty-five of the 38 patients with initial cure underwent short-term follow-up DSA (median, 4 months). The short-term recurrence rate was only 6% (2/35). All patients with occlusion at short-term DSA undergoing long-term DSA (median, 28 months) had durable occlusion. No patient with long-term clinical follow-up (total, 117 patient-years; median, 45 months) experienced hemorrhage. CONCLUSIONS: Transarterial embolization with Onyx as the single embolic agent results in durable long-term cure of noncavernous cranial dural arteriovenous fistulas. Recurrence rates are low on short-term follow-up, and all patients with angiographic occlusion on short-term DSA follow-up have experienced a durable long-term cure. Thus, angiographic cure should be defined at short-term follow-up angiography instead of at the end of the final embolization session. Finally, long-term DSA follow-up may not be necessary if occlusion is demonstrated on short-term angiographic follow-up.


Subject(s)
Central Nervous System Vascular Malformations/therapy , Dimethyl Sulfoxide/therapeutic use , Embolization, Therapeutic/methods , Polyvinyls/therapeutic use , Adult , Aged , Angiography , Central Nervous System Vascular Malformations/diagnostic imaging , Endovascular Procedures/methods , Female , Follow-Up Studies , Humans , Male , Middle Aged , Retrospective Studies , Treatment Outcome
11.
AJNR Am J Neuroradiol ; 35(11): 2202-6, 2014.
Article in English | MEDLINE | ID: mdl-25012675

ABSTRACT

BACKGROUND AND PURPOSE: Sacral insufficiency fractures are a common cause of severe low back pain and immobilization in patients with osteoporosis or cancer. Current practice guideline recommendations range from analgesia and physical therapy to resection with surgical fixation. We sought to assess the safety and effectiveness of sacroplasty, an emerging minimally invasive treatment. MATERIALS AND METHODS: We performed a retrospective review of institutional databases for percutaneous sacroplasty performed between January 2004 and September 2013. Demographic and procedural data and pre- and posttreatment Visual Analog Scale, Functional Mobility Scale, and Analgesic Scale scores were reviewed. Overall response was rated by using a 4-point scale (1, complete resolution of pain; 2, improvement of pain; 3, no change; 4, worsened pain) assessed at short-term follow-up. RESULTS: Fifty-three patients were included; most (83%) were female. Fracture etiology was cancer-related (55%), osteoporotic insufficiency (30%), and minor trauma (15%). No major complication or procedure-related morbidity occurred. There were statistically significant decreases in the Visual Analog Scale (P < .001), Functional Mobility Scale (P < .001), and Analgesic Scale scores (P < .01) in 27 patients with recorded data: pretreatment Visual Analog Scale (median [interquartile range], 9.0 [8.0-10.0]); Functional Mobility Scale, 3.0 (2.0-3.0); and Analgesic Scale scores, 3.0 (3.0-4.0) were reduced to 3.0 (0.0-5.8), 1.0 (0.25-2.8), and 3.0 (2.0-3.8) posttreatment. When we used the overall 4-point score at a mean of 27 days, 93% (n = 45) reported complete resolution or improvement in overall pain. CONCLUSIONS: In this single-center cohort, sacroplasty was a safe and effective procedure. There were significant short-term gains in pain relief, increased mobility, and decreased dependence on pain medication.


Subject(s)
Orthopedic Procedures/methods , Sacrum/surgery , Spinal Fractures/surgery , Adult , Aged , Bone Neoplasms/complications , Female , Humans , Male , Middle Aged , Osteoporosis/complications , Retrospective Studies , Sacrum/injuries , Spinal Fractures/etiology , Treatment Outcome
12.
AJNR Am J Neuroradiol ; 39(10): E110-E111, 2018 10.
Article in English | MEDLINE | ID: mdl-30213814
13.
AJNR Am J Neuroradiol ; 38(8): 1464-1466, 2017 08.
Article in English | MEDLINE | ID: mdl-28596190
14.
AJNR Am J Neuroradiol ; 33(6): 1046-9, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22322602

ABSTRACT

BACKGROUND AND PURPOSE: Early ischemic changes on pretreatment NCCT quantified using ASPECTS have been demonstrated to predict outcomes after IAT. We sought to determine the interobserver reliability of ASPECTS for patients with AIS with PAO and to determine whether pretreatment ASPECTS dichotomized at 7 would demonstrate at least substantial κ agreement. MATERIALS AND METHODS: From our prospective IAT data base, we identified consecutive patients with anterior circulation PAO who underwent IAT over a 6-year period. Only those with an evaluable pretreatment NCCT were included. ASPECTS was graded independently by 2 experienced readers. Interrater agreement was assessed for total ASPECTS, dichotomized ASPECTS (≤ 7 versus >7), and each ASPECTS region. Statistical analysis included determination of Cohen κ coefficients and concordance correlation coefficients. PABAK coefficients were also calculated. RESULTS: One hundred fifty-five patients met our study criteria. Median pretreatment ASPECTS was 8 (interquartile range 7-9). Interrater agreement for total ASPECTS was substantial (concordance correlation coefficient = 0.77). The mean ASPECTS difference between readers was 0.2 (95% confidence interval, -2.8 to 2.4). For dichotomized ASPECTS, there was a 76.8% (119/155) observed rate of agreement, with a moderate κ = 0.53 (PABAK = 0.54). By region, agreement was worst in the internal capsule and the cortical areas, ranging from fair to moderate. After adjusting for prevalence and bias, agreement improved to substantial or near perfect in most regions. CONCLUSIONS: Interobserver reliability is substantial for total ASPECTS but is only moderate for ASPECTS dichotomized at 7. This may limit the utility of dichotomized ASPECTS for IAT selection.


Subject(s)
Brain Ischemia/diagnostic imaging , Brain Ischemia/epidemiology , Cerebral Angiography/statistics & numerical data , Stroke/diagnostic imaging , Stroke/epidemiology , Tomography, X-Ray Computed/statistics & numerical data , Aged , Alberta , Causality , Cerebral Angiography/methods , Comorbidity , Contrast Media , Female , Humans , Male , Massachusetts/epidemiology , Observer Variation , Patient Selection , Prevalence , Reproducibility of Results , Risk Assessment , Sensitivity and Specificity , Severity of Illness Index , Tomography, X-Ray Computed/methods
15.
Br J Radiol ; 84(1006): 944-57, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21933981

ABSTRACT

The oral cavity is a challenging area for radiological diagnosis. Soft-tissue, glandular structures and osseous relations are in close proximity and a sound understanding of radiological anatomy and common pathways of disease spread is required. In this pictorial review we present the anatomical and pathological concepts of the oral cavity with emphasis on the complementary nature of diagnostic imaging modalities.


Subject(s)
Head and Neck Neoplasms/diagnosis , Magnetic Resonance Imaging , Mouth/pathology , Tomography, X-Ray Computed , Female , Head and Neck Neoplasms/diagnostic imaging , Head and Neck Neoplasms/pathology , Humans , Male , Mouth/anatomy & histology , Mouth/diagnostic imaging , Ultrasonography
16.
AJNR Am J Neuroradiol ; 32(3): 576-80, 2011 Mar.
Article in English | MEDLINE | ID: mdl-21349965

ABSTRACT

BACKGROUND AND PURPOSE: Evidence to guide patient selection for IA therapy in acute basilar artery thrombosis is lacking. The GCS is frequently used as a selection criterion, based on the view that higher GCS correlates with better neurologic outcome. This view has not been systematically studied. We hypothesize that low GCS does not correlate with poor outcome and that it should not preclude IA therapy. MATERIALS AND METHODS: We included 40 consecutive patients with basilar artery thrombosis treated with IA therapy. Clinical characteristics, GCS, time to intervention, and postprocedural TIMI scores were collected. Recanalization was defined as TIMI grade 2 or 3; clinical outcome was measured by 90-day mRS. RESULTS: Median patient age was 63.5 years. Most presented with gaze palsies (67.5%) or hemiparesis (45%). Median GCS was 9, the median time to intervention was 7.2 hours, and recanalization rate was 82.5%. Good neurologic outcome (mRS ≤ 1) occurred in 30%. There was no correlation between GCS and 90-day mRS (Spearman ρ - 0.174, P = .283). Equal numbers of patients with good neurologic outcome of mRS ≤ 1 (n = 12) had a GCS of ≤6 or >6. In those with GCS ≤ 6 for >3 hours, 33.3% had good neurologic outcome-a similar rate to that of the overall cohort. Statistical significance was demonstrated between time to IA therapy within 6 hours and mRS ≤ 2. CONCLUSIONS: Low GCS score did not correlate with poor neurologic outcome in patients with acute basilar artery thrombosis managed with IA therapy. It is not appropriate to exclude patients from IA therapy on the basis of low GCS.


Subject(s)
Glasgow Coma Scale , Thrombolytic Therapy/methods , Thrombosis/diagnosis , Thrombosis/therapy , Vertebrobasilar Insufficiency/diagnosis , Vertebrobasilar Insufficiency/therapy , Female , Humans , Male , Middle Aged , Prognosis , Reproducibility of Results , Sensitivity and Specificity , Treatment Outcome
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