An Explainable EEG-Based Human Activity Recognition Model Using Machine-Learning Approach and LIME.

Electroencephalography (EEG) is a non-invasive method employed to discern human behaviors by monitoring the neurological responses during cognitive and motor tasks. Machine learning (ML) represents a promising tool for the recognition of human activities (HAR), and eXplainable artificial intelligence (XAI) can elucidate the role of EEG features in ML-based HAR models. The primary objective of this investigation is to investigate the feasibility of an EEG-based ML model for categorizing everyday activities, such as resting, motor, and cognitive tasks, and interpreting models clinically through XAI techniques to explicate the EEG features that contribute the most to different HAR states. The study involved an examination of 75 healthy individuals with no prior diagnosis of neurological disorders. EEG recordings were obtained during the resting state, as well as two motor control states (walking and working tasks), and a cognition state (reading task). Electrodes were placed in specific regions of the brain, including the frontal, central, temporal, and occipital lobes (Fz, C1, C2, T7, T8, Oz). Several ML models were trained using EEG data for activity recognition and LIME (Local Interpretable Model-Agnostic Explanations) was employed for interpreting clinically the most influential EEG spectral features in HAR models. The classification results of the HAR models, particularly the Random Forest and Gradient Boosting models, demonstrated outstanding performances in distinguishing the analyzed human activities. The ML models exhibited alignment with EEG spectral bands in the recognition of human activity, a finding supported by the XAI explanations. To sum up, incorporating eXplainable Artificial Intelligence (XAI) into Human Activity Recognition (HAR) studies may improve activity monitoring for patient recovery, motor imagery, the healthcare metaverse, and clinical virtual reality settings.

Comparing Processed Nerve Allografts and Assessing Their Capacity to Retain and Release Nerve Growth Factor.

Peripheral nerve gap injuries continue to present a clinical challenge to today's surgeons. One method of surgical repair, implantation of acellular allografts, has been developed with the aim of bridging the gap with a cadaveric graft after removal of its cellular components, thereby accelerating axonal regeneration and eliminating the need for immunosuppression in recipient patients. Although decellularizing allografts reduces rates of graft rejection, the same chemical processing modifies the neural microenvironment, removing neutrotrophic factors and modifying the complex extracellular matrix. In this study, we explore 3 common methods for producing acellular allografts. Extracellular matrix content remaining after processing was investigated and was found to be highly dependent on the decellularization method. In addition, scanning electron micrographs were obtained to evaluate the structural effects of the decellularization methods. Though the content and structure of these processed allografts will contribute to their effectiveness as nerve gap repair candidates, we demonstrate that it also affects their capacity to be supplemented/preloaded with the prototypical neurotrophin, nerve growth factor (NGF), essential to neuronal regeneration. Although all allografts had some capacity for retaining NGF in the first 24 hours, only Sondell-processed grafts retained NGF over the entire experimental period of 21 days. Future studies will include validating these processed and supplemented allografts as viable alternatives to traditional autograft nerve gap repair.

Mass spectrometry comparison of nerve allograft decellularization processes.

Peripheral nerve repair using nerve grafts has been investigated for several decades using traditional techniques such as histology, immunohistochemistry, and electron microscopy. Recent advances in mass spectrometry techniques have made it possible to study the proteomes of complex tissues, including extracellular matrix rich tissues similar to peripheral nerves. The present study comparatively assessed three previously described processing methods for generating acellular nerve grafts by mass spectrometry. Acellular nerve grafts were additionally examined by F-actin staining and nuclear staining for debris clearance. Application of newer techniques allowed us to detect and highlight differences among the 3 treatments. Isolated proteins were separated by mass on polyacrylamide gels serving 2 purposes. This further illustrated that these treatments differ from one another and it allowed for selective protein extractions within specific bands/molecular weights. This approach resulted in small pools of proteins that could then be analyzed by mass spectrometry for content. In total, 543 proteins were identified, many of which corroborate previous findings for these processing methods. The remaining proteins are novel discoveries that expand the field. With this pilot study, we have proven that mass spectrometry techniques complement and add value to peripheral nerve repair studies.

Immediate Enhancement of Nerve Function Using a Novel Axonal Fusion Device After Neurotmesis.

BACKGROUND: The management of peripheral nerve injuries remains a large challenge for plastic surgeons. With the inability to fuse axonal endings, results after microsurgical nerve repair have been inconsistent. Our current nerve repair strategies rely upon the slow and lengthy process of axonal regeneration (~1 mm/d). Polyethylene glycol (PEG) has been investigated as a potential axonal fusion agent; however, the percentage of axonal fusion has been inconsistent. The purpose of this study was to identify a PEG delivery device to standardize outcomes after attempted axonal fusion with PEG. MATERIALS AND METHODS: We used a rat sciatic nerve injury model in which we completely transected and repaired the left sciatic nerve to evaluate the efficacy of PEG fusion over a span of 12 weeks. In addition, we evaluated the effectiveness of a delivery device's ability to optimize results after PEG fusion. RESULTS: We found that PEG rapidly (within minutes) restores axonal continuity as assessed by electrophysiology, fluorescent retrograde tracer, and diffusion tensor imaging. Immunohistochemical analysis shows that motor axon counts are significantly increased at 1 week, 4 weeks, and 12 weeks postoperatively in PEG-treated animals. Furthermore, PEG restored behavioral functions up to 50% compared with animals that received the criterion standard epineurial repair (control animals). CONCLUSIONS: The ability of PEG to rapidly restore nerve function after neurotmesis could have vast implications on the clinical management of traumatic injuries to peripheral nerves.

An Evaluation of Induced Failure Modes in the Belmont® Rapid Infuser.

BACKGROUND: Rapid infusers are vital tools during massive hemorrhage and resuscitation. Sporadic reports of overheating and shutdown of the Belmont® Rapid Infuser, a commonly used system, have been attributed to 1-sided clot blockage of the fluid path. We investigated multiple causes of failure of this device. METHODS: Packed red blood cells and thawed fresh frozen plasma with normal saline solution were used as base fluids for serial 10-minute trials using standard disposable sets in 2 Belmont devices. Possible contributors to device failure, including calcium-containing solutions and external leakage currents, were evaluated. Thermographic images of the heater and disposable cartridges were recorded. The effects of complete unilateral clotting were modeled by sealing half of the disposable cartridge with epoxy. RESULTS: Clotting on the surface of the heat exchanger coil increased with calcium concentration and was only observed at calcium concentrations >12.0 mmol/L (P < 0.0001) in a 1:1 plasma:red blood cell mixture, resulting in high-pressure downstream occlusion alarms and interruption of flow. CONCLUSIONS: Clot-based occlusion can be induced in the Belmont Rapid Infuser under unrealistic conditions. In the absence of complete unilateral flow blockage, we did not observe any significant overheating of the infuser under extreme operating conditions.

Adjuvant neurotrophic factors in peripheral nerve repair with chondroitin sulfate proteoglycan-reduced acellular nerve allografts.

BACKGROUND: Acellular nerve allografts are now standard tools in peripheral nerve repair because of decreased donor site morbidity and operative time savings. Preparation of nerve allografts involves several steps of decellularization and modification of extracellular matrix to remove chondroitin sulfate proteoglycans (CSPGs), which have been shown to inhibit neurite outgrowth through a poorly understood mechanism involving RhoA and extracellular matrix-integrin interactions. Chondroitinase ABC (ChABC) is an enzyme that degrades CSPG molecules and has been shown to promote neurite outgrowth after injury of the central and peripheral nervous systems. Variable results after ChABC treatment make it difficult to predict the effects of this drug in human nerve allografts, especially in the presence of native extracellular signaling molecules. Several studies have shown cross-talk between neurotrophic factor and CSPG signaling pathways, but their interaction remains poorly understood. In this study, we examined the adjuvant effects of nerve growth factor (NGF) and glial cell line-derived neurotrophic factor (GDNF) on neurite outgrowth postinjury in CSPG-reduced substrates and acellular nerve allografts. MATERIALS AND METHODS: E12 chicken DRG explants were cultured in medium containing ChABC, ChABC + NGF, ChABC + GDNF, or control media. Explants were imaged at 3 d and neurite outgrowths measured. The rat sciatic nerve injury model involved a 1-cm sciatic nerve gap that was microsurgically repaired with ChABC-pretreated acellular nerve allografts. Before implantation, nerve allografts were incubated in NGF, GDNF, or sterile water. Nerve histology was evaluated at 5 d and 8 wk postinjury. RESULTS: The addition of GDNF in vitro produced significant increase in sensory neurite length at 3 d compared with ChABC alone (P < 0.01), whereas NGF was not significantly different from control. In vivo adjuvant NGF produced increases in total myelinated axon count (P < 0.005) and motor axon count (P < 0.01), whereas significantly reducing IB4+ nociceptor axon count (P < 0.01). There were no significant differences produced by in vivo adjuvant GDNF. CONCLUSIONS: This study provides initial evidence that CSPG-reduced nerve grafts may disinhibit the prosurvival effects of NGF in vivo, promoting motor axon outgrowth and reducing regeneration of specific nociceptive neurons. Our results support further investigation of adjuvant NGF therapy in CSPG-reduced acellular nerve grafts.

Methods to identify saline-contaminated electrolyte profiles.

BACKGROUND: With providers becoming more selective in ordering daily chemistry profiles, it is critical that profiles ordered are accurate. Contaminated electrolyte profiles are an overlooked and potentially dangerous source of inaccurate clinical data. This study aimed to develop a method to accurately identify electrolyte profiles contaminated with normal saline to prevent reporting of erroneous measurements. METHODS: We conducted a retrospective cohort study of 76,497 electrolyte profiles from 5032 patients in a deidentified clinical database of all patients in the electronic medical record at Vanderbilt University Medical Center. Five methods to identify errors in quantification based on either deviations from observed concentration distributions or expected numerical changes from saline contamination were developed and tested. Potentially contaminated measurements were validated based on changes in electrolyte concentrations observed in the subsequent sample. RESULTS: Identification of erroneous electrolyte profiles based on absolute and percent deviations from normal variation rarely resulted in >50% of identified samples validated as contaminated. A targeted methodology based on expected changes in calcium and chloride concentrations due to saline contamination validated approximately 80% of identified samples when higher thresholds for changes in electrolyte concentration were used and 50% of identified samples when lower thresholds were used. CONCLUSIONS: Targeted methodology based on changes in chloride and calcium successfully identified electrolyte profiles suspicious for contamination. Implementation of this methodology could prevent misinterpretation of a patient's clinical course, inappropriate interventions, and unwarranted changes in treatment strategy.

4.7-T diffusion tensor imaging of acute traumatic peripheral nerve injury.

Diagnosis and management of peripheral nerve injury is complicated by the inability to assess microstructural features of injured nerve fibers via clinical examination and electrophysiology. Diffusion tensor imaging (DTI) has been shown to accurately detect nerve injury and regeneration in crush models of peripheral nerve injury, but no prior studies have been conducted on nerve transection, a surgical emergency that can lead to permanent weakness or paralysis. Acute sciatic nerve injuries were performed microsurgically to produce multiple grades of nerve transection in rats that were harvested 1 hour after surgery. High-resolution diffusion tensor images from ex vivo sciatic nerves were obtained using diffusion-weighted spin-echo acquisitions at 4.7 T. Fractional anisotropy was significantly reduced at the injury sites of transected rats compared with sham rats. Additionally, minor eigenvalues and radial diffusivity were profoundly elevated at all injury sites and were negatively correlated to the degree of injury. Diffusion tensor tractography showed discontinuities at all injury sites and significantly reduced continuous tract counts. These findings demonstrate that high-resolution DTI is a promising tool for acute diagnosis and grading of traumatic peripheral nerve injuries.

Longitudinal relationships between depression and functioning in people with type 2 diabetes.

BACKGROUND: The reciprocal relationship between depression and functioning in people with chronic conditions is poorly understood. PURPOSE: The aim of the present study was to analyze the dynamic relationship between depression and functioning in a community sample of people with diabetes. METHODS: Participants with diabetes were assessed at baseline and three yearly follow-up assessments (n = 1,403). Depression was assessed using the Patient Health Questionnaire. Global functioning was assessed using the World Health Organization Disability Assessment Schedule II. RESULTS: Path analysis suggested a reciprocal relationship between depression and functioning. Baseline depression was associated with functioning at 3 years follow-up through depression and functioning at 1 and 2 years follow-up assessments. CONCLUSIONS: Depression and functioning might interact with each other in a dynamic way: depression at one assessment point might predict poor functioning at the next assessment point, which in turn might predict depression at the next assessment point. This should be taken into account in both treatment and research programs.

Marital functioning and psychological distress among older couples over an 18-month period.

Many authors have underlined the existence of a negative association between marital functioning and psychological distress. However, little is known about the direction of this association over time among older couples. This study examined the relation over time between psychological distress and marital functioning among 394 community-dwelling couples. The authors conducted dyadic data analyses to determine whether marital functioning at baseline (T1) predicted psychological distress 18 months later (T2), and inversely. The results for women suggested that marital and psychological functioning may each predict the other. The results for men showed that marital problems lead to more psychological distress. The authors found some significant partner effects: In both genders, the marital functioning of one spouse influenced the marital functioning of the other. Men's marital functioning at baseline significantly predicted women's psychological distress at T2. The authors conducted analyses also to determine how 6 patterns of change in marital functioning between times were associated with changes in psychological distress, and inversely. Changes characterized by an increase in psychological distress over time in at least 1 spouse were associated with a decrease in marital functioning. These findings underlined the importance for clinicians and researchers to pay closer attention to the association between these variables.

Correlates of depressive symptom severity in problem and pathological gamblers in couple relationships.

Problem and pathological gamblers (PPG) often suffer from depressive symptoms. Gambling problems have negative consequences on multiple aspects of gamblers' lives, including family and marital relationships. The objectives of the current study were to (1) replicate the results of studies that have suggested a stronger and more significant relationship between gambling and depression in PPG than in non-problem gamblers (NPG) and (2) explore specific correlates of depressive symptom severity in PPG in couple relationships. Variables demonstrated to be significantly correlated with depressive symptoms in the general population were selected. It was hypothesized that gender, age, gambler's mean annual income, perceived poverty, employment status, clinical status (i.e., problem or pathological gambler versus non-problem gambler), trait anxiety, alcoholism, problem-solving skills, and dyadic adjustment would be significant predictors of depressive symptoms. Sixty-seven PPG were recruited, primarily from an addiction treatment center; 40 NPG were recruited, primarily through the media. Results revealed that PPG reported significantly greater depressive symptoms than did NPG. Further, elevated trait anxiety and poor dyadic adjustment were demonstrated to be significant and specific correlates of depressive symptom severity in PPG. These findings contribute to the literature on depressive symptomatology in PPG in relationships, and highlight the importance of the influence of the couple relationship on PPG.

Improved outcomes for spinal versus general anesthesia for hip fracture surgery: a retrospective cohort study of the National Surgical Quality Improvement Program.

BACKGROUND: There is a lack of consensus in the literature as to whether anesthetic modality influences perioperative complications in hip fracture surgery. The aim of the present study was to assess the effect of spinal anesthesia compared with general anesthesia on postoperative morbidity and mortality in patients who underwent hip fracture surgery using data from the American College of Surgeons National Surgical Quality Improvement Program (ACS NSQIP). METHODS: We used the ACS NSQIP to identify patients aged 50 and older who received either spinal or general anesthesia for hip fracture surgery from 2016 to 2019. Propensity-score matching was performed to control for clinically relevant covariates. The primary outcome of interest was the combined incidence of stroke, myocardial infarction (MI) or death within 30 days. Secondary outcomes included 30-day mortality, hospital length of stay and operative time. RESULTS: Among the 40 527 patients aged 50 and over who received either spinal or general anesthesia for hip fracture surgery from 2016 to 2019, 7358 spinal anesthesia cases were matched to general anesthesia cases. General anesthesia was associated with a higher incidence of combined 30-day stroke, MI or death compared with spinal anesthesia (OR 1.219 (95% CI 1.076 to 1.381); p=0.002). General anesthesia was also associated with a higher frequency of 30-day mortality (OR 1.276 (95% CI 1.099 to 1.481); p=0.001) and longer operative time (64.73 vs 60.28 min; p<0.001). Spinal anesthesia had a longer average hospital length of stay (6.29 vs 5.73 days; p=0.001). CONCLUSION: Our propensity-matched analysis suggests that spinal anesthesia as compared with general anesthesia is associated with lower postoperative morbidity and mortality in patients undergoing hip fracture surgery.

Perception of the compatibility of Quebec residency program characteristics with the advanced access model: a cross-sectional study.

BACKGROUND: The advanced access (AA) model is among the most recommended innovations for improving timely access in primary care (PC). AA is based on core pillars such as comprehensive planning for care needs and supply, regularly adjusting supply to demand, optimizing appointment systems, and interprofessional collaborative practices. Exposure of family medicine residents to AA within university-affiliated family medicine groups (U-FMGs) is a promising strategy to widen its dissemination and improve access. Using four AA pillars as a conceptual model, this study aimed to determine the theoretical compatibility of Quebec's university-affiliated clinics' residency programs with the key principles of AA. METHODS: A cross-sectional online survey was sent to the chief resident and academic director at each participating clinic. An overall response rate of 96% (44/46 U-FMGs) was obtained. RESULTS: No local residency program was deemed compatible with all four considered pillars. On planning for needs and supply, only one quarter of the programs were compatible with the principles of AA, owing to residents in out-of-clinic rotations often being unavailable for extended periods. On regularly adjusting supply to demand, 54% of the programs were compatible. Most (82%) programs' appointment systems were not very compatible with the AA principles, mostly because the proportion of the schedule reserved for urgent appointments was insufficient. Interprofessional collaboration opportunities in the first year of residency allowed 60% of the programs to be compatible with this pillar. CONCLUSIONS: Our study highlights the heterogeneity among local residency programs with respect to their theoretical compatibility with the key principles of AA. Future research to empirically test the hypotheses raised by this study is warranted.

Blocking the P2X7 receptor improves outcomes after axonal fusion.

BACKGROUND: Activation of the P2X7 receptor on peripheral neurons causes the formation of pannexin pores, which allows the influx of calcium across the cell membrane. Polyethylene glycol (PEG) and methylene blue have previously been shown to delay Wallerian degeneration if applied during microsuture repair of the severed nerve. Our hypothesis is that by modulating calcium influx via the P2X7 receptor pathway, we could improve PEG-based axonal repair. The P2X7 receptor can be stimulated or inhibited using bz adenosine triphosphate (bzATP) or brilliant blue (FCF), respectively. METHODS: A single incision rat sciatic nerve injury model was used. The defect was repaired using a previously described PEG methylene blue fusion protocol. Experimental animals were treated with 100 µL of 100 µM FCF solution (n = 8) or 100 µL of a 30 µM bzATP solution (n = 6). Control animals received no FCF, bzATP, or PEG. Compound action potentials were recorded prior to transection (baseline), immediately after repair, and 21 d postoperatively. Animals underwent behavioral testing 3, 7, 14, and 21 d postoperatively. After sacrifice, nerves were fixed, sectioned, and immunostained to allow for counting of total axons. RESULTS: Rats treated with FCF showed an improvement compared with control at all time points (n = 8) (P = 0.047, 0.044, 0.014, and 0.0059, respectively). A statistical difference was also shown between FCF and bzATP at d 7 (P < 0.05), but not shown with d 3, 14, and 21 (P > 0.05). CONCLUSIONS: Blocking the P2X7 receptor improves functional outcomes after PEG-mediated axonal fusion.

The experience of seclusion and restraint in psychiatric settings: perspectives of patients.

Many studies report that the use of seclusion and restraint (SR) is experienced negatively by patients who experience feelings of shame, helplessness, and humiliation, and may relive previous trauma events. Since 2000, in Québec, exceptional measures like SR have been framed by a protocol. This protocol provides health care teams with guidelines for relieving, containing, and reducing the suffering caused by SR. We have no knowledge, however, about the views of patients regarding application of the protocol. This study aims to understand the perception of patients regarding application of the SR protocol. For this purpose, a questionnaire was presented to patients (n = 50) who experienced an episode of SR in a psychiatric hospital in Canada. Results show that patients had a nuanced perception of SR: Some felt that SR was a helpful measure, while others felt that SR was not a helpful measure. Patients tended to agree with statements related to the comfort and safety of seclusion rooms and the meeting of their physical needs. Regarding support, they suggested relational, drug, and environmental interventions to prevent seclusion. Finally, nearly all patients perceived that the health care team did not follow-up with the patients after the experience; such follow-up is essential for reconstructing a sometimes confusing event.

Survey of the Impact of Decision Support in Preoperative Management of Anemia (i-Anemia): Survey Study.

BACKGROUND: Major surgery on patients with anemia has demonstrated an increased risk of perioperative blood transfusions and postoperative morbidity and mortality. Recent studies have shown that integrating preoperative anemia treatment as a component of perioperative blood management may reduce blood product utilization and improve outcomes in both cardiac and noncardiac surgery. However, outpatient management of anemia falls outside of daily practice for most anesthesiologists and is probably weakly understood. OBJECTIVE: We conducted a simulated case survey with anesthesiologists to accomplish the following aims: (1) evaluate the baseline knowledge of the preoperative optimization of anemia and (2) determine the impact of real-time clinical decision support on anemia management. METHODS: We sent a digital survey (i-Anemia) to members of the French Society of Anaesthesia and Critical Care. The i-Anemia survey contained 7 simulated case vignettes, each describing a patient's brief clinical history and containing up to 3 multiple-choice questions related to preoperative anemia management (12 questions in total). The cases concerned potential situations of preoperative anemia and were created and validated with a committee of patient blood management experts. Correct answers were determined by the current guidelines or by expert consensus. Eligible participants were randomly assigned to control or decision support groups. In the decision support group, the primary outcome measured was the correct response rate. RESULTS: Overall, 1123 participants were enrolled and randomly divided into control (n=568) and decision support (n=555) groups. Among them, 763 participants fully responded to the survey. We obtained a complete response rate of 65.6% (n=364) in the group receiving cognitive aid and 70.2% (n=399) in the group without assistance. The mean duration of response was 10.2 (SD 6.8) minutes versus 7.8 (SD 5) minutes for the decision support and control groups, respectively (P<.001). The score significantly improved with cognitive aid (mean 10.3 out of 12, SD 2.1) in comparison to standard care (mean 6.2 out of 12, SD 2.1; P<.001). CONCLUSIONS: Management strategies to optimize preoperative anemia are not fully known and applied by anesthesiologists in daily practice despite their clinical importance. However, adding a decision support tool can significantly improve patient care by reminding practitioners of current recommendations.

[Alcohol and drug consumption in students exposed to the Dawson College shooting: a gender-based analysis]. / La consommation d'alcool et de drogue des étudiants suite à la fusillade de Dawson : une analyse différenciée selon le sexe.

OBJECTIVE: To study alcohol and drug addiction incidence in students exposed to the Dawson College shooting within the 18 months following the event, to identify the precursors of a psychoactive substance addiction development while considering the severity of event exposure, and to examine whether alcohol use, 18 months after the event, is related to any of the various posttraumatic stress disorder (PTSD) symptom groups. METHOD: The population of this study was comprised of all the Dawson College students at the time of the event. Analyses were conducted with 854 students enrolled in the college at the time of the shooting. RESULTS: Five per cent of women and 7% of men showed, for the first time in their life, a problem with substance addiction following the shooting. In men, young age, lifetime suicidal ideation, and having seen the killer during the shooting are the main precursors of incident accident cases. None of the studied precursors were significant in women. Men and women were also different in terms of PTSD symptoms predicting alcohol use 18 months after the shooting. CONCLUSION: The study highlights the importance of considering a person's sex when studying their psychoactive substance use following a trauma.

Daily hassles, physical illness, and sleep problems in older adults with wishes to die.

BACKGROUND: Factors associated with the wish to die should be investigated in order to gain more opportunities for preventive interventions targeting older adults at risk for suicide. The goal of the research was to study the prevalence and associated factors of wishes to die in older adults living in the community using the data from a survey on the prevalence of mental disorders in this population. METHODS: With a representative sample of community living older adults aged 65 years and over (N = 2777), we compared individuals with the wish to die (n = 163) to those without the wish to die on the basis of the presence and severity of daily hassles, physical illness, and sleep quality. RESULTS: Logistic regression revealed that when depression and sociodemographic variables were held constant, self-rated physical health, number of chronic illnesses, number and intensity of daily hassles, as well as sleep problems were significantly associated with the wish to die in older adults. Painful illnesses and daytime dysfunction due to sleep problems were also associated factors with the wish to die. CONCLUSION: Since desire for death is the first step into the suicidal process, health professionals should seriously consider the important and unique contribution of these variables in order to have more opportunities for detection and intervention.

Les conditions d'hébergement favorables au rétablissement : perspective des usagers et usagères.

The aim of this study is to better understand the role of housing in the recovery of people living with severe mental illness. Forty residents of various kinds of structured community housing facilities were questioned about housing conditions that were favourable to their recovery. The results indicate that, for the residents, material conditions have a determining influence on recovery. Their concerns are related to basic needs such as food, costs, conveniences and quality of housing. Social relationships with their immediate circle also have a strong influence on people's recovery, and they want above all to preserve the modest gains that they have made, both material and social. This stability is a prerequisite for their recovery.