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1.
Circ Cardiovasc Qual Outcomes ; 17(1): e010031, 2024 01.
Article in English | MEDLINE | ID: mdl-38054286

ABSTRACT

BACKGROUND: Overall outcomes and the escalation rate for home hospital admissions for heart failure (HF) are not known. We report overall outcomes, predict escalation, and describe care provided after escalation among patients admitted to home hospital for HF. METHODS: Our retrospective analysis included all patients admitted for HF to 2 home hospital programs in Massachusetts between February 2020 and October 2022. Escalation of care was defined as transfer to an inpatient hospital setting (emergency department, inpatient medical unit) for at least 1 overnight stay. Unexpected mortality was defined as mortality excluding those who desired to pass away at home on admission or transitioned to hospice. We performed the least absolute shrinkage and selection operator logistic regression to predict escalation. RESULTS: We included 437 hospitalizations; patients had a median age of 80 (interquartile range, 69-89) years, 58.1% were women, and 64.8% were White. Of the cohort, 29.2% had reduced ejection fraction, 50.9% had chronic kidney disease, and 60.6% had atrial fibrillation. Median admission Get With The Guidelines HF score was 39 (interquartile range, 35-45; 1%-5% predicted inpatient mortality). Escalation occurred in 10.3% of hospitalizations. Thirty-day readmission occurred in 15.1%, 90-day readmission occurred in 33.8%, and 6-month mortality occurred in 11.5%. There was no unexpected mortality during home hospitalization. Patients who experienced escalation had significantly longer median length of stays (19 versus 7.5 days, P<0.001). The most common reason for escalation was progressive renal dysfunction (36.2%). A low mean arterial pressure at the time of admission to home hospital was the most significant predictor of escalation in the least absolute shrinkage and selection operator regression. CONCLUSIONS: About 1 in 10 home hospital patients with HF required escalation; none had unexpected mortality. Patients requiring escalation had longer length of stays. A low mean arterial pressure at the time of admission to home hospital was the most important predictor of escalation of care in the least absolute shrinkage and selection operator logistic regression model.


Subject(s)
Heart Failure , Hospitalization , Humans , Female , Aged , Aged, 80 and over , Male , Retrospective Studies , Patient Readmission , Heart Failure/diagnosis , Heart Failure/therapy , Heart Failure/complications , Hospitals
2.
Spine (Phila Pa 1976) ; 46(3): E146-E152, 2021 Feb 01.
Article in English | MEDLINE | ID: mdl-33399436

ABSTRACT

STUDY DESIGN: Experimental in-vivo animal study. OBJECTIVE: The aim of this study was to evaluate an Artificial Intelligence (AI)-enabled ultrasound imaging system's ability to detect, segment, classify, and display neural and other structures during trans-psoas spine surgery. SUMMARY OF BACKGROUND DATA: Current methodologies for intraoperatively localizing and visualizing neural structures within the psoas are limited and can impact the safety of lateral lumbar interbody fusion (LLIF). Ultrasound technology, enhanced with AI-derived neural detection algorithms, could prove useful for this task. METHODS: The study was conducted using an in vivo porcine model (50 subjects). Image processing and machine learning algorithms were developed to detect neural and other anatomic structures within and adjacent to the psoas muscle while using an ultrasound imaging system during lateral lumbar spine surgery (SonoVision,™ Tissue Differentiation Intelligence, USA). The imaging system's ability to detect and classify the anatomic structures was assessed with subsequent tissue dissection. Dice coefficients were calculated to quantify the performance of the image segmentation. RESULTS: The AI-trained ultrasound system detected, segmented, classified, and displayed nerve, psoas muscle, and vertebral body surface with high sensitivity and specificity. The mean Dice coefficient score for each tissue type was >80%, indicating that the detected region and ground truth were >80% similar to each other. The mean specificity of nerve detection was 92%; for bone and muscle, it was >95%. The accuracy of nerve detection was >95%. CONCLUSION: This study demonstrates that a combination of AI-derived image processing and machine learning algorithms can be developed to enable real-time ultrasonic detection, segmentation, classification, and display of critical anatomic structures, including neural tissue, during spine surgery. AI-enhanced ultrasound imaging can provide a visual map of important anatomy in and adjacent to the psoas, thereby providing the surgeon with critical information intended to increase the safety of LLIF surgery.Level of Evidence: N/A.


Subject(s)
Artificial Intelligence/standards , Intraoperative Neurophysiological Monitoring/standards , Lumbar Vertebrae/diagnostic imaging , Models, Animal , Psoas Muscles/diagnostic imaging , Algorithms , Animals , Female , Humans , Image Processing, Computer-Assisted/methods , Image Processing, Computer-Assisted/standards , Intraoperative Neurophysiological Monitoring/methods , Lumbar Vertebrae/surgery , Machine Learning/standards , Psoas Muscles/surgery , Reproducibility of Results , Spinal Fusion/methods , Spinal Fusion/standards , Swine , Ultrasonography/methods , Ultrasonography/standards
4.
Cureus ; 10(9): e3384, 2018 Sep 28.
Article in English | MEDLINE | ID: mdl-30519523

ABSTRACT

Measuring the electrical potential of a neuron cell currently requires direct contact with the cell surface. This method requires invasive probing and is limited by the deflection of electricity from baseline. From a clinical perspective, the electrical potential of the brain's surface can only be measured to a depth of one centimeter using an electroencephalogram (EEG), however, it cannot measure much deeper structures. In this trial, we attempt a novel method to remotely record the electromagnetic field (EMF) of action potential provoked from hippocampal neurons without contact. A bipolar stimulating electrode was placed in contact with the CA1 region of viable hippocampal slice from donor mice. The specimen was bathed in artifical cerebrospinal fluid (aCSF) to simulate in vivo conditions. This setup was then placed into a magnetic shielded tube. Very low-frequency EMF sensors were used to obtain recordings. The impedance of the aCSF and hippocampal slice were measured after each stimulation individually and in combination. An electromagnetic signal was detected in three out of four scenarios: (a) aCSF alone with electrical stimulus without a hippocampal slice, (b) Hippocampal slice in aCSF without electrical stimulus and, (c) Hippocampal slice in aCSF with an electric stimulus applied. Therefore, our trial suggests that EMFs from neuronal tissue can be recorded through non-invasive non-contact sensors.

5.
J Neurosci Rural Pract ; 9(4): 582-586, 2018.
Article in English | MEDLINE | ID: mdl-30271055

ABSTRACT

INTRODUCTION: Intracranial hemorrhage (ICH) accounts for significant morbidity and mortality in the United States. Many studies have looked at the benefits of surgical intervention for ICH. Recent results for Minimally Invasive Surgery Plus Recombinant Tissue-type Plasminogen Activator for Intracerebral Hemorrhage-II trials have shown promise for a minimally invasive clot evaluation on improving perihematomal edema. Often rural or busy county medical centers may not have the resources available for immediate operative procedures that are nonemergent. In addition, ICH disproportionally affects the elderly which may not be stable for general anesthetics. This study looks at a minimally invasive bedside approach under conscious sedation for evacuation of ICH. MATERIALS AND METHODS: Placement of the intraparenchymal hemorrhage drain utilizes bony anatomical landmarks referenced from computed tomography (CT) head to localize the entry point for the trajectory of drain placement. Using the hand twist drill intracranial access is gained the clot accessed with a brain needle. A Frazier suction tip with stylet is inserted along the tract then the stylet is removed. The clot is then aspirated, and suction is then turned off, and Frazier sucker is removed. A trauma style ventricular catheter is then passed down the tract into the center of hematoma and if no active bleeding is noted on postplacement CT and catheter is in an acceptable position then 2 mg recombinant tissue plasminogen activator are administered through the catheter and remaining clot is allowed to drain over days. RESULTS: A total of 12 patients were treated from October 2014 to December 2017. The average treatment was 6.4 days. The glascow coma scale score improved on an average from 8 to 11 posttreatment with a value of P is 0.094. The average clot size was reduced by 77% with a value of P = 0.0000035. All patients experienced an improvement in expected mortality when compared to the predicted ICH score. DISCUSSION: The results for our series of 12 patients show a trend toward improvement in Glasgow Coma Scale after treatment with minimally invasive intraparenchymal clot evacuation and drain placement at the bedside; although, it did not reach statistical significance. There was a reduction in clot size after treatment, which was statistically significant. In addition, the 30-day mortality actually observed in our patients was lower than that estimated using ICH score. Based on our experience, this procedure can be safely performed at the bedside and has resulted in better outcomes for these patients.

6.
Surg Neurol Int ; 8: 230, 2017.
Article in English | MEDLINE | ID: mdl-29026666

ABSTRACT

BACKGROUND: Intracranial abscess remains a potentially deadly condition despite development of newer antibiotics and improved surgical methods. Many studies have evaluated the surgical indications for abscess drainage, and it has been generally accepted that intracranial abscesses greater than 2.5 cm may best be treated with surgical intervention followed by antibiotic therapy. More recently, studies have shown good results with stereotactic aspiration of abscesses to 1 cm in size. Furthermore, a recent case series in 2014 of 103 cases of bedside twist drill aspiration of cerebral abscess >2.5 cm showed a good recovery in 83.4% of cases. CASE DESCRIPTION: This case series examines the benefits of bedside twist drill aspiration of peripherally located brain abscess less than 2.5 cm in size. In our series, all patients were placed on broad-spectrum antibiotics and had negative blood and cerebrospinal fluid cultures. Our bedside biopsy resulted in de-escalation of antibiotics in 2 of the 3 patients and decreased hospital length of stay. CONCLUSION: In patients with peripherally located brain abscesses less than 2.5 cm in size, bedside twist drill drainage may be a safe and reasonable approach. Positive identification of infective pathogen allows for a decreased hospital length of stay and de-escalation of antibiotics regiment resulting in significant reduction of hospital costs and resources in 2 of the 3 patients treated. This is of benefit to the patient as well as the health system.

7.
Percept Mot Skills ; 99(3 Pt 1): 909-12, 2004 Dec.
Article in English | MEDLINE | ID: mdl-15648487

ABSTRACT

275 undergraduate university students were asked to complete a battery concerning their health complaints, perceived stress, strenuous physical activity, and personality ("Big Five" traits). An hierarchical regression showed that Stress and Strenuous Physical Activity Participation, but not Personality, predicted the Number of Health Complaints in this sample. Also, there was a significant interaction for Stress by Strenuous Activity indicating individuals who did not frequently engage in strenuous leisure-time physical activity reported more health complaints than those who did. This finding corroborates the notion that physical activity (or fitness) may serve to attenuate the relation between stress and health complaints.


Subject(s)
Attitude to Health , Health Status , Motor Activity , Personality , Stress, Psychological/psychology , Adolescent , Adult , Female , Humans , Male , Surveys and Questionnaires
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