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1.
Nano Lett ; 2024 Jul 22.
Article in English | MEDLINE | ID: mdl-39037851

ABSTRACT

The performance of lead sulfide (PbS) quantum-dot-based up-conversion photodetectors is greatly limited owing to a large potential barrier at the interconnection layer between the photodetecting (PD) unit and light-emitting (LED) unit. Thus, very high driving voltage is required, rendering high energy consumption and poor working stability. By introducing azetidinium iodide (AzI) at the PD/LED interface, zero-barrier interconnection was achieved for the PbS-based infrared up-conversion photodetectors. The turn-on voltage under infrared illumination was greatly reduced to 1.2 V and a high photon-to-photon conversion efficiency (ηpp) of ∼3% was obtained at 3 V, showing a 10-fold enhancement compared to those previously reported devices. The mechanism for the regulation of interface energy level alignments was related to the self-assembly of the AzI dipole molecules, resulting from the van der Waals force between the S atoms in the ligands of PbS and the protonated H atoms around N atoms in AzI.

2.
Article in English | MEDLINE | ID: mdl-38198265

ABSTRACT

Temporal graph learning has attracted great attention with its ability to deal with dynamic graphs. Although current methods are reasonably accurate, most of them are unexplainable due to their black-box nature. It remains a challenge to explain how temporal graph learning models adapt to information evolution. Furthermore, with the increasing application of artificial intelligence in various scientific domains, such as chemistry and biomedicine, the importance of delivering not only precise outcomes but also offering explanations regarding the learning models becomes paramount. This transparency aids users in comprehending the decision-making procedures and instills greater confidence in the generated models. To address this issue, this article proposes a novel physics-informed explainable continual learning (PiECL), focusing on temporal graphs. Our proposed method utilizes physical and mathematical algorithms to quantify the disturbance of new data to previous knowledge for obtaining changed information over time. As the proposed model is based on theories in physics, it can provide a transparent underlying mechanism for information evolution detection, thus enhancing explainability. The experimental results on three real-world datasets demonstrate that PiECL can explain the learning process, and the generated model outperforms other state-of-the-art methods. PiECL shows tremendous potential for explaining temporal graph learning in various scientific contexts.

3.
J Biomed Inform ; 110: 103542, 2020 10.
Article in English | MEDLINE | ID: mdl-32853795

ABSTRACT

OBJECTIVE: This study aims at realizing unsupervised term discovery in Chinese electronic health records (EHRs) by using the word segmentation technique. The existing supervised algorithms do not perform satisfactorily in the case of EHRs, as annotated medical data are scarce. We propose an unsupervised segmentation method (GTS) based on the graph partition principle, whose multi-granular segmentation capability can help realize efficient term discovery. METHODS: A sentence is converted to an undirected graph, with the edge weights based on n-gram statistics, and ratio cut is used to split the sentence into words. The graph partition is solved efficiently via dynamic programming, and multi-granularity is realized by setting different partition numbers. A BERT-based discriminator is trained using generated samples to verify the correctness of the word boundaries. The words that are not recorded in existing dictionaries are retained as potential medical terms. RESULTS: We compared the GTS approach with mature segmentation systems for both word segmentation and term discovery. MD students manually segmented Chinese EHRs at fine and coarse granularity levels and reviewed the term discovery results. The proposed unsupervised method outperformed all the competing algorithms in the word segmentation task. In term discovery, GTS outperformed the best baseline by 17 percentage points (a 47% relative percentage of increment) on F1-score. CONCLUSION: In the absence of annotated training data, the graph partition technique can effectively use the corpus statistics and even expert knowledge to realize unsupervised word segmentation of EHRs. Multi-granular segmentation can be used to provide potential medical terms of various lengths with high accuracy.


Subject(s)
Algorithms , Electronic Health Records , China , Humans , Language
4.
Eur J Cardiothorac Surg ; 41(6): 1316-9, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22219470

ABSTRACT

OBJECTIVES: To investigate the feasibility and safety of non-robotically assisted totally thoracoscopic closure for atrial septal defect (ASD) on perfused beating hearts. METHODS: Twenty-four patients (8-45 years, mean 14.4 ± 18.7) underwent ASD closure on beating hearts by a totally thoracoscopic approach without the aid of a robotic surgical system. Additional 72 patients undergoing totally thoracoscopic ASD closure on cardioplegic arrested hearts were selected as a control. Cardiopulmonary bypass (CPB) was achieved peripherally. The aorta was not cross-clamped in the study group but it was cross-clamped in the control group. RESULTS: ASD closure was successful in all study and control group patients without in-hospital mortality or major complications. The total duration of operation (76 ± 9 vs. 98 ± 6 min, P = 0.012), CPB time (32 ± 5 vs. 48 ± 4 min, P = 0.001), duration of intensive care stay (10.0 ± 5.1 vs. 19.2 ± 4.2 h, P = 0.003) and post-operative hospital stay (4.5 ± 0.8 vs. 5.0 ± 1.1 days, P = 0.045) in the study group were shorter than in the control group. There was no statistically significant difference in the proportion of patients requiring in-operation blood transfusion between study group and control group (25.0 vs. 36.1%, P = 0.226). Follow-up transthoracic echocardiography on Day 5 and Day 30 showed no residual shunts in study or control group patients. CONCLUSIONS: Non-robotically assisted totally thoracoscopic closures of ASD on perfused beating hearts are feasible and safe. These procedures are associated with a shorter operation time and a shorter hospital stay than in surgeries on cardioplegic arrested hearts.


Subject(s)
Heart Septal Defects, Atrial/surgery , Thoracoscopy/methods , Adolescent , Adult , Child , Critical Care/statistics & numerical data , Feasibility Studies , Female , Heart Arrest, Induced , Humans , Intraoperative Period , Length of Stay/statistics & numerical data , Male , Middle Aged , Postoperative Care/methods , Thoracoscopy/adverse effects , Treatment Outcome , Young Adult
5.
J Cardiovasc Nurs ; 27(6): 547-52, 2012.
Article in English | MEDLINE | ID: mdl-21926914

ABSTRACT

BACKGROUND: Thoracoscopic closure of atrial or ventricular septal defect is a new surgical method. The postoperative mental health status of patients treated with this novel approach is presently unknown. OBJECTIVE: The aims of this study were to compare psychological symptoms between patients treated with thoracoscopy and those treated with conventional open heart surgery and to evaluate the effect of perioperative counseling on postoperative psychological symptoms. METHODS: In this prospective study, 120 patients were divided into thoracoscopic and conventional open heart surgery groups. All patients received standard preoperative and postoperative nursing care. The thoracoscopic group was randomized into study (n = 30) and control (n = 30) groups. The thoracoscopic study group received daily counseling 2 days before and within the first 4 days after the surgery. Psychological symptoms were assessed by Symptom Checklist-90 on day 5 after the surgery. RESULTS: There was no statistically significant difference in baseline characteristics or Symptom Checklist-90 scores between the thoracoscopic and conventional surgery groups (P > .05) or between the thoracoscopic study and control groups (P > .05). After surgery, the mean scores of somatization, anxiety, depression, and phobic ideation in the thoracoscopic control group were lower than in the conventional surgery group (P < .05). The mean scores of anxiety, depression, and phobic ideation in the thoracoscopic study group were lower than in the thoracoscopic control group (P < .05). CONCLUSIONS: Thoracoscopic closure of congenital heart defects is associated with less postoperative anxiety or depression symptoms compared with conventional open heart surgery. Perioperative counseling in patients undergoing thoracoscopic closure reduces postoperative anxiety or depression symptoms and should be conducted in all patients before the surgery.


Subject(s)
Anxiety/etiology , Depression/etiology , Heart Defects, Congenital/surgery , Thoracoscopy/adverse effects , Anxiety/epidemiology , Counseling , Depression/epidemiology , Female , Humans , Male , Preoperative Care , Prospective Studies , Young Adult
6.
J Cardiovasc Nurs ; 27(1): 84-8, 2012.
Article in English | MEDLINE | ID: mdl-21743344

ABSTRACT

BACKGROUND: Coronary artery bypass grafting (CABG) in high-risk patients is associated with significant perioperative complications and anxiety. Prevention of these postoperative complications and anxiety is important in the improvement of clinical outcomes following CABG. OBJECTIVE: The objective of the study was to evaluate the effect of nurse-initiated preoperative education and counseling on postoperative complications and anxiety symptoms following CABG. METHODS: In this prospective and randomized trial, 40 patients were divided into the study and control groups. All patients received standard preoperative and postoperative care, but the study group patients also completed a structured education and counseling course supervised by designated nurses 3 days before the surgery. Anxiety symptoms were assessed by Zung's self-rating anxiety scale (SAS) on the day of admission and at 3 days after the surgery. RESULTS: There was no statistically significant difference in the baseline characteristics or operational data between the 2 groups (P > .05). Following the surgery, the rate of complications such as lower extremity edema, urinary retention, constipation, respiratory infection, and deep venous thrombosis in the study group was lower than in the control group (P < .05). The mean postoperative SAS scores in the study group was lower than in the control group (40.1 [SD, 6.5] vs 48.9 [SD, 7.3]; P = .01), and the proportion of patients with a SAS score greater than 40 in the study group was also lower than in the control group (15% vs 45%, P = .041). CONCLUSIONS: Nurse-initiated preoperational education and counseling were associated with a reduced rate of perioperative complications and a reduced level of anxiety following CABG.


Subject(s)
Anxiety/etiology , Anxiety/prevention & control , Coronary Artery Bypass/adverse effects , Patient Education as Topic , Preoperative Care/nursing , Counseling , Female , Humans , Male , Middle Aged , Prospective Studies , Single-Blind Method
7.
Ann Thorac Surg ; 92(6): 2230-4, 2011 Dec.
Article in English | MEDLINE | ID: mdl-21992940

ABSTRACT

BACKGROUND: Quality of life in patients undergoing totally thoracoscopic closure of atrial septal defect is unclear. METHODS: Thoracoscopic atrial septal defect repair was performed in 96 patients (37 males, aged 19.4 ± 8.7 years) without the aid of a computerized robotic surgical system. An additional 56 patients (23 males, aged 21.0 ± 16.1 years) undergoing conventional atrial septal defect closure through sternotomy were enrolled as a control group. Quality of life was assessed with the Medical Outcomes Study Short Form Survey on day 60 after surgery. RESULTS: Atrial septal defect closure was successful in all patients. There was no perioperative mortality or reoperation for bleeding. Total duration of operations (98 ± 11 versus 128 ± 21 minutes, p < 0.01) and hospital stays (5.3 ± 1.7 versus 6.9 ± 2.1 days, p = 0.024) were shorter in the study group than in the control group, respectively. At discharge, patients with moderate to severe incisional pain in the study and control groups was 11.6% and 62.5%, respectively (p = 0.008). The time interval between discharge and returning to school or work in the study group was shorter than in the control group (28 ± 4 versus 42 ± 7 days, p = 0.003). The mean scores of eight variables in the Short Form Survey, such as physical function, bodily pain, social function, and general or mental health in the study group were higher than in the control group (p < 0.05 or p < 0.01). CONCLUSIONS: Compared with conventional sternotomy, totally thoracoscopic atrial septal defect closure was associated with a faster recovery of physical function and a better quality of life.


Subject(s)
Heart Septal Defects, Atrial/surgery , Quality of Life , Thoracoscopy , Adolescent , Adult , Child , Child, Preschool , Female , Heart Septal Defects, Atrial/psychology , Humans , Length of Stay , Male , Prospective Studies , Time Factors
8.
J Thorac Cardiovasc Surg ; 142(4): 850-4, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21458006

ABSTRACT

OBJECTIVES: We sought to investigate the feasibility and safety of totally thoracoscopic repair of a ventricular septal defect. METHODS: Totally thoracoscopic repair of a perimembranous ventricular septal defect was performed in 36 patients (16 male patients; age, 5-19 years; average age, 10.2 ± 4.5 years). Patients with a pulmonary arterial systolic pressure of 60 mm Hg or greater or with supracristal or muscular ventricular septal defects were excluded. An additional 16 patients undergoing open-chest ventricular septal defect repair were selected as a control group. Through 3 port incisions in the right chest, pericardiotomy, bicaval occlusion, atriotomy, and ventricular septal defect repair were performed by a surgeon by means of thoracoscopy. RESULTS: The cardiopulmonary bypass and aortic crossclamp times were 66.2 ± 21.3 and 36.4 ± 8.2 minutes, respectively. The length of stay in the intensive care unit was 20.0 ± 4.1 hours. There were no mortalities and no major complications. Transesophageal echocardiographic analysis 5.2 ± 3.6 months after the operation showed complete closure of the defect without residual shunt. The intensive care unit (17 ± 2 vs 25 ± 5 hours, P = .01) or postoperative hospital (4.2 ± 1.1 vs 6.7 ± 2.1 days, P = .03) stays in the thoracoscopic group were shorter than in the control group. The percentage of patients who required postoperative opioid analgesics in the thoracoscopic group was lower than in the control group (37.5% vs 87.5%, P = .001). CONCLUSIONS: Totally thoracoscopic repair of a perimembranous ventricular septal defect is feasible and safe for older children. This technique is associated with a reduced intensive care and hospital stay in comparison with conventional ventricular septal defect repair.


Subject(s)
Cardiac Surgical Procedures , Heart Septal Defects, Ventricular/surgery , Thoracoscopy , Adolescent , Cardiac Surgical Procedures/adverse effects , Cardiopulmonary Bypass , Case-Control Studies , Chi-Square Distribution , Child , Child, Preschool , China , Critical Care , Echocardiography, Transesophageal , Feasibility Studies , Female , Heart Septal Defects, Ventricular/diagnostic imaging , Humans , Length of Stay , Male , Narcotics/therapeutic use , Pain, Postoperative/drug therapy , Pain, Postoperative/etiology , Pericardiectomy , Risk Assessment , Risk Factors , Thoracoscopy/adverse effects , Time Factors , Treatment Outcome , Young Adult
9.
J Thorac Cardiovasc Surg ; 141(6): 1380-3, 2011 Jun.
Article in English | MEDLINE | ID: mdl-21168159

ABSTRACT

OBJECTIVE: The recent advent of robotically assisted surgery has enabled totally endoscopic repair of atrial septal defects and patent foramen ovale. This study investigates the feasibility and safety of totally endoscopic repair of an atrial septal defect through small incisions on the chest without robotic assistance. METHODS: Forty patients (23 female patients; average age, 15.4 ± 8.7 years; age range, 6-47 years) with secundum-type ASDs were selected for this study. Cardiopulmonary bypass was achieved peripherally. Through 3-port incisions in the right chest, pericardiotomy, bicaval occlusion, atriotomy, and ASD repair were performed by a surgeon through a thoracoscopy. RESULTS: The cardiopulmonary bypass and aortic crossclamp times were 56.2 ± 21.1 and 38.3 ± 8.6 minutes, respectively. The length of stay in the intensive care unit was 23.0 ± 4.1 hours. There were no mortalities and no major complications in this cohort. Patients were discharged from the hospital 4 to 6 days after the operation. Transesophageal echocardiographic analysis immediately after the operation and at 30 days showed complete closure of the defect without residual shunt. CONCLUSIONS: Totally endoscopic atrial septal defect repair can be achieved without a robotically assisted surgical system. This technique is safe and effective and can be used as a therapeutic option for ASD.


Subject(s)
Cardiac Surgical Procedures , Heart Septal Defects, Atrial/surgery , Robotics , Thoracoscopy , Adolescent , Adult , Analysis of Variance , Cardiopulmonary Bypass , Child , China , Constriction , Critical Care , Echocardiography, Transesophageal , Feasibility Studies , Female , Heart Septal Defects, Atrial/diagnostic imaging , Humans , Length of Stay , Male , Middle Aged , Pericardiectomy , Time Factors , Treatment Outcome , Young Adult
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