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1.
JAMIA Open ; 6(3): ooad072, 2023 Oct.
Article in English | MEDLINE | ID: mdl-37663407

ABSTRACT

Objectives: Successful delivery of digital health interventions is affected by multiple real-world factors. These factors may be identified in routinely collected, ecologically valid data from these interventions. We propose ideas for exploring these data, focusing on interventions targeting complex, comorbid conditions. Materials and Methods: This study retrospectively explores pre-post data collected between 2016 and 2019 from users of digital cognitive behavioral therapy (CBT)-containing psychoeducation and practical exercises-for substance use disorder (SUD) at UK addiction services. To identify factors associated with heterogenous user responses to the technology, we employed multivariable and multivariate regressions and random forest models of user-reported questionnaire data. Results: The dataset contained information from 14 078 individuals of which 12 529 reported complete data at baseline and 2925 did so again after engagement with the CBT. Ninety-three percent screened positive for dependence on 1 of 43 substances at baseline, and 73% screened positive for anxiety or depression. Despite pre-post improvements independent of user sociodemographics, women reported more frequent and persistent symptoms of SUD, anxiety, and depression. Retention-minimum 2 use events recorded-was associated more with deployment environment than user characteristics. Prediction accuracy of post-engagement outcomes was acceptable (Area Under Curve [AUC]: 0.74-0.79), depending non-trivially on user characteristics. Discussion: Traditionally, performance of digital health interventions is determined in controlled trials. Our analysis showcases multivariate models with which real-world data from these interventions can be explored and sources of user heterogeneity in retention and symptom reduction uncovered. Conclusion: Real-world data from digital health interventions contain information on natural user-technology interactions which could enrich results from controlled trials.

2.
Stud Health Technol Inform ; 302: 967-971, 2023 May 18.
Article in English | MEDLINE | ID: mdl-37203546

ABSTRACT

Digital interventions can be an important instrument in treating substance use disorder. However, most digital mental health interventions suffer from early, frequent user dropout. Early prediction of engagement would allow identification of individuals whose engagement with digital interventions may be too limited to support behaviour change, and subsequently offering them support. To investigate this, we used machine learning models to predict different metrics of real-world engagement with a digital cognitive behavioural therapy intervention widely available in UK addiction services. Our predictor set consisted of baseline data from routinely-collected standardised psychometric measures. Areas under the ROC curve, and correlations between predicted and observed values indicated that baseline data do not contain sufficient information about individual patterns of engagement.


Subject(s)
Mental Health , Substance-Related Disorders , Humans , Substance-Related Disorders/therapy , Machine Learning , ROC Curve
3.
J Eye Mov Res ; 13(2)2020 Jan 17.
Article in English | MEDLINE | ID: mdl-33828786

ABSTRACT

The current study, set within the larger enterprise of Neuro-Cognitive Poetics, was designed to examine how readers deal with the 'cut' - a more or less sharp semantic-conceptual break - in normative, three-line English-language haiku poems (ELH). Readers were presented with three-line haiku that consisted of two (seemingly) disparate parts, a (two-line) 'phrase' image and a one-line 'fragment' image, in order to determine how they process the conceptual gap between these images when constructing the poem's meaning - as reflected in their patterns of reading eye movements. In addition to replicating the basic 'cut effect', i.e., the extended fixation dwell time on the fragment line relative to the other lines, the present study examined (a) how this effect is influenced by whether the cut is purely implicit or explicitly marked by punctuation, and (b) whether the effect pattern could be delineated against a control condition of 'uncut', one-image haiku. For 'cut' vs. 'uncut' haiku, the results revealed the distribution of fixations across the poems to be modulated by the position of the cut (after line 1 vs. after line 2), the presence vs. absence of a cut marker, and the semanticconceptual distance between the two images (context-action vs. juxtaposition haiku). These formal-structural and conceptual-semantic properties were associated with systematic changes in how individual poem lines were scanned at first reading and then (selectively) re-sampled in second- and third-pass reading to construct and check global meaning. No such effects were found for one-image (control) haiku. We attribute this pattern to the operation of different meaning resolution processes during the comprehension of two-image haiku, which are invoked by both form- and meaning-related features of the poems.

4.
Eur J Anaesthesiol ; 36(12): 963-971, 2019 12.
Article in English | MEDLINE | ID: mdl-31644514

ABSTRACT

BACKGROUND: Good visibility is essential for successful laryngeal surgery. A Tritube with outer diameter 4.4 mm, combined with flow-controlled ventilation (FCV), enables ventilation by active expiration with a sealed trachea and may improve laryngeal visibility. OBJECTIVES: We hypothesised that a Tritube with FCV would provide better laryngeal visibility and surgical conditions for laryngeal surgery than a conventional microlaryngeal tube (MLT) with volume-controlled ventilation (VCV). DESIGN: Randomised, controlled trial. SETTING: University Medical Centre. PATIENTS: A total of 55 consecutive patients (>18 years) undergoing elective laryngeal surgery were assessed for participation, providing 40 evaluable data sets with 20 per group. INTERVENTIONS: Random allocation to intubation with Tritube and ventilation with FCV (Tritube-FCV group) or intubation with MLT 6.0 and ventilation with VCV (MLT-VCV) as control. Tidal volumes of 7 ml kg predicted body weight, and positive end-expiratory pressure of 7 cmH2O were standardised between groups. MAIN OUTCOME MEASURES: Primary endpoint was the tube-related concealment of laryngeal structures, measured on videolaryngoscopic photographs by appropriate software. Secondary endpoints were surgical conditions (categorical four-point rating scale), respiratory variables and change of end-expiratory lung volume from atmospheric airway pressure to ventilation with positive end-expiratory pressure. Data are presented as median [IQR]. RESULTS: There was less concealment of laryngeal structures with the Tritube than with the MLT; 7 [6 to 9] vs. 22 [18 to 27] %, (P < 0.001). Surgical conditions were rated comparably (P = 0.06). A subgroup of residents in training perceived surgical conditions to be better with the Tritube compared with the MLT (P = 0.006). Respiratory system compliance with the Tritube was higher at 61 [52 to 71] vs. 46 [41 to 51] ml cmH2O (P < 0.001), plateau pressure was lower at 14 [13 to 15] vs. 17 [16 to 18] cmH2O (P < 0.001), and change of end-expiratory lung volume was higher at 681 [463 to 849] vs. 414 [194 to 604] ml, (P = 0.023) for Tritube-FCV compared with MLT-VCV. CONCLUSION: During laryngeal surgery a Tritube improves visibility of the surgical site but not surgical conditions when compared with a MLT 6.0. FCV improves lung aeration and respiratory system compliance compared with VCV. TRIAL REGISTRY NUMBER: DRKS00013097.


Subject(s)
Elective Surgical Procedures/instrumentation , Glottis/diagnostic imaging , Laryngeal Diseases/surgery , Laryngeal Masks , Positive-Pressure Respiration/instrumentation , Aged , Anesthesia, General , Anesthesia, Intravenous , Female , Glottis/surgery , Humans , Male , Middle Aged , Tidal Volume , Treatment Outcome
5.
Eur J Anaesthesiol ; 36(5): 327-334, 2019 05.
Article in English | MEDLINE | ID: mdl-30730422

ABSTRACT

BACKGROUND: Flow-controlled ventilation (FCV) is a new mechanical ventilation mode that maintains constant flow during inspiration and expiration with standard tidal volumes via cuffed narrow-bore endotracheal tubes. Originating in manually operated 'expiratory ventilation assistance', FCV extends this technique by automatic control of airway flow, monitoring of intratracheal pressure and control of peak inspiratory pressure and end-expiratory pressure. FCV has not yet been described in a clinical study. OBJECTIVE: The aim of this study was to provide an initial assessment of FCV in mechanically ventilated patients undergoing ear, nose and throat surgery and evaluate its potential for future use. DESIGN: An observational study. SETTING: Two German academic medical centres from 24 November 2017 to 09 January 2018. PATIENTS: Consecutive patients (≥ 18 years) scheduled for elective ear, nose and throat surgery. Exclusion criteria were planned laser surgery, intended fibreoptic awake intubation, emergency procedures, increased risk of aspiration, American Society of Anesthesiologists (ASA) physical status more than III and chronic obstructive pulmonary disease classified as GOLD stage more than II. INTERVENTION: Peri-operative use of FCV provided by a new type of ventilator (Evone) via a narrow-bore endotracheal tube (Tritube). MAIN OUTCOME MEASURES: Minute volume, respiratory rate, intratidal tracheal pressure amplitude (Δp) and end-tidal CO2 (PetCO2) were recorded every 5 min. All adverse events were noted. Data are presented as median [IQR]. RESULTS: Sixteen patients provided 15 evaluable data sets. A minute volume of 5.0 [4.4 to 6.4] l min and a respiratory rate of 9 [8 to 11] min generated a PetCO2 of 4.9 [4.8 to 5.0] kPa. Δp was 10 [9 to 12] cmH2O. Five adverse events were recorded: a tube obstruction due to airway secretions and four tube dislocations (two attributed to coughing, two not study-related). CONCLUSION: FCV achieves adequate PetCO2 levels with minute volume and Δp in the normal range. Tritube's high flow resistance may increase the likelihood of tube dislocations if the patient coughs. Although further evaluation is necessary, FCV provides a new option for short-term mechanical ventilation. The successful operation of FCV with narrow-bore tubes contributes to the armamentarium for airway management. TRIAL REGISTRATION: DRKS00013312.


Subject(s)
Intubation, Intratracheal/methods , Otorhinolaryngologic Surgical Procedures/adverse effects , Respiration, Artificial/methods , Adult , Aged , Aged, 80 and over , Female , Humans , Intubation, Intratracheal/adverse effects , Intubation, Intratracheal/instrumentation , Male , Middle Aged , Prospective Studies , Respiration, Artificial/adverse effects , Respiration, Artificial/instrumentation , Tidal Volume , Ventilators, Mechanical , Young Adult
6.
Behav Brain Sci ; 40: e291, 2017 01.
Article in English | MEDLINE | ID: mdl-29342717

ABSTRACT

Usage-based cognitive linguistic (UBCL) theories offer a unifying interpretation of the different (structural vs. [more] lexical) priming effects reported by Branigan & Pickering (B&P), and they provide an ideal basis for explaining contextual influences on priming. However, they also call into question B&P's claim that priming "provides evidence that is directly informative about mental representation" (sect. 1.5, para. 1).


Subject(s)
Cognition , Linguistics
7.
Acta Neurochir (Wien) ; 159(2): 339-346, 2017 02.
Article in English | MEDLINE | ID: mdl-27896454

ABSTRACT

BACKGROUND: There is an ongoing debate about the sitting position (SP) in neurosurgical patients. The SP provides a number of advantages as well as severe complications such as commonly concerning venous air embolism (VAE). The best monitoring system for the detection of VAE is still controversial. METHODS: In this retrospective analysis we compared 208 patients. Transesophageal echocardiography (TEE) or transthoracic Doppler (TTD) were used as monitoring devices to detect VAE; 101 cases were monitored with TEE and 107 with TTD. RESULTS: The overall incidence of VAE was 23% (TTD: 10%; TEE: 37%), but the incidence of clinically relevant VAE (drop in end-tidal carbon dioxide above 3 mmHg) was higher in the TTD group (9 out of 17 VAE, 53%) compared to the TEE group (19 out of 62 VAE, 31%). None of the patients with recorded VAE had clinically significant sequelae. CONCLUSIONS: In this small sample we found more VAE events in the TEE group, but the incidence of clinically relevant VAE was rare and comparable to other data. There is no consensus in the definition of clinically relevant VAE.


Subject(s)
Craniotomy/adverse effects , Embolism, Air/etiology , Patient Positioning/adverse effects , Adult , Aged , Cerebral Veins/pathology , Cerebral Veins/surgery , Craniotomy/methods , Echocardiography, Transesophageal/methods , Embolism, Air/epidemiology , Female , Humans , Incidence , Male , Middle Aged , Monitoring, Physiologic/methods , Patient Positioning/methods
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