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1.
Ecology ; : e4384, 2024 Jul 22.
Artigo em Inglês | MEDLINE | ID: mdl-39039740

RESUMO

Seasonal variation in animal activity influences fitness and the intensity of ecological interactions (e.g., competition, predation), yet aspects of global change in the Anthropocene may catalyze shifts in seasonal activity. Invasive plants are components of global change and can modify animal daily activity, but their influence on animal seasonal activity is less understood. We examined how invasive woody shrubs (Autumn olive [Elaeagnus umbellata] and Amur honeysuckle [Lonicera maackii]) affect seasonal activity of three common small-mammal species by coupling experimental shrub removal with autumnal camera trapping for two consecutive years at six paired forest sites (total 12 plots). Eastern chipmunks (Tamias striatus) foraged more, and foraging was observed at least 20 days longer, in shrub-invaded forests. White-footed mice (Peromyscus leucopus) foraged more in invaded than cleared plots in one study year, but P. leucopus autumn activity timing did not differ between shrub-removal treatments. Fox squirrel (Sciurus niger) activity displayed year-specific responses to shrub removal suggesting intraannual cues (e.g., temperature) structure S. niger autumnal activity. Our work highlights how plant invasions can have species-specific effects on seasonal animal activity, may modify the timing of physiological processes (e.g., torpor), and could generate variation in animal-mediated interactions such as seed dispersal or granivory.

2.
Microbiol Resour Announc ; 13(8): e0040824, 2024 Aug 13.
Artigo em Inglês | MEDLINE | ID: mdl-39037314

RESUMO

Bacteriophage Curie is a podovirus that infects Microbacterium foliorum. The Curie genome spans 16,810 bp, has 90 bp terminal inverted repeats, and includes 23 protein-coding genes. Its genome architecture resembles phage PineapplePizza and other phi29-like phages. Together, Curie and PineapplePizza form a new actinobacteriophage Cluster GI.

3.
Pharm Res ; 41(7): 1301-1367, 2024 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-38937372

RESUMO

There have been significant advances in the formulation and stabilization of proteins in the liquid state over the past years since our previous review. Our mechanistic understanding of protein-excipient interactions has increased, allowing one to develop formulations in a more rational fashion. The field has moved towards more complex and challenging formulations, such as high concentration formulations to allow for subcutaneous administration and co-formulation. While much of the published work has focused on mAbs, the principles appear to apply to any therapeutic protein, although mAbs clearly have some distinctive features. In this review, we first discuss chemical degradation reactions. This is followed by a section on physical instability issues. Then, more specific topics are addressed: instability induced by interactions with interfaces, predictive methods for physical stability and interplay between chemical and physical instability. The final parts are devoted to discussions how all the above impacts (co-)formulation strategies, in particular for high protein concentration solutions.'


Assuntos
Estabilidade de Medicamentos , Estabilidade Proteica , Proteínas , Humanos , Proteínas/química , Excipientes/química , Composição de Medicamentos/métodos , Química Farmacêutica/métodos , Animais , Anticorpos Monoclonais/química
4.
J Proteome Res ; 22(10): 3290-3300, 2023 10 06.
Artigo em Inglês | MEDLINE | ID: mdl-37683181

RESUMO

We evaluate the quantitative performance of the newly released Asymmetric Track Lossless (Astral) analyzer. Using data-independent acquisition, the Thermo Scientific Orbitrap Astral mass spectrometer quantifies 5 times more peptides per unit time than state-of-the-art Thermo Scientific Orbitrap mass spectrometers, which have long been the gold standard for high-resolution quantitative proteomics. Our results demonstrate that the Orbitrap Astral mass spectrometer can produce high-quality quantitative measurements across a wide dynamic range. We also use a newly developed extracellular vesicle enrichment protocol to reach new depths of coverage in the plasma proteome, quantifying over 5000 plasma proteins in a 60 min gradient with the Orbitrap Astral mass spectrometer.


Assuntos
Peptídeos , Proteômica , Proteômica/métodos , Espectrometria de Massas/métodos , Proteoma/metabolismo , Proteínas Sanguíneas
5.
bioRxiv ; 2023 Aug 07.
Artigo em Inglês | MEDLINE | ID: mdl-37398334

RESUMO

We evaluate the quantitative performance of the newly released Asymmetric Track Lossless (Astral) analyzer. Using data independent acquisition, the Thermo Scientific™ Orbitrap™ Astral™ mass spectrometer quantifies 5 times more peptides per unit time than state-of-the-art Thermo Scientific™ Orbitrap™ mass spectrometers, which have long been the gold standard for high resolution quantitative proteomics. Our results demonstrate that the Orbitrap Astral mass spectrometer can produce high quality quantitative measurements across a wide dynamic range. We also use a newly developed extra-cellular vesicle enrichment protocol to reach new depths of coverage in the plasma proteome, quantifying over 5,000 plasma proteins in a 60-minute gradient with the Orbitrap Astral mass spectrometer.

6.
Pain Med ; 24(1): 71-78, 2023 01 04.
Artigo em Inglês | MEDLINE | ID: mdl-35799365

RESUMO

BACKGROUND: Neuropathic pain (NP) after spinal cord injury (SCI) exacerbates disability, decreases quality of life (QOL), and is often refractory to available therapies. Patients report willingness to trade potential recovery of strength, bowel, bladder, or sexual function for pain relief. One proposed mechanism causing NP is up-regulation of transient receptor potential vanilloid 1 (TRPV 1) proteins in uninjured C fibers and dorsal root ganglia causing neuronal excitability. Recent studies have found up-regulation of TRPV 1 proteins after SCI. OBJECTIVE: We hypothesize the application of capsaicin 8% patch (C8P), FDA approved for NP in diabetic peripheral neuropathy and post-herpetic neuralgia, will improve pain, function and QOL in persons with SCI. METHODS: Randomized single-blind crossover design in which 11 persons with SCI and NP refractory to two oral pain medications received C8P or a control low dose Capsaicin 0.025% patch (CON) over two 12-week periods. Pain (VAS, MPI-SCI), quality of life (WHO-QOL), and functional status (SCIM) were measured at 2-4-week intervals. RESULTS: There was a main treatment effect of C8P over CON on VAS and MPI-SCI outcomes with pain reduction of 35% and 29% at weeks 2 and 4, respectively. C8P also demonstrated a main treatment effect over CON on the SCIM mobility subscale. WHO-QOL scores did not improve with C8P. CONCLUSIONS: C8P improves pain and mobility for patients with SCI and refractory NP. Larger studies should be performed to evaluate impact of repeat applications and QOL outcomes.


Assuntos
Neuralgia , Traumatismos da Medula Espinal , Humanos , Capsaicina/uso terapêutico , Qualidade de Vida , Método Simples-Cego , Neuralgia/etiologia , Neuralgia/induzido quimicamente , Traumatismos da Medula Espinal/complicações , Traumatismos da Medula Espinal/tratamento farmacológico
7.
Nanomaterials (Basel) ; 12(17)2022 Sep 01.
Artigo em Inglês | MEDLINE | ID: mdl-36080076

RESUMO

Although clean energy generation utilizing the Oxygen Reduction Reaction (ORR) can be considered a promising strategy, this approach remains challenging by the dependence on high loadings of noble metals, mainly Platinum (Pt). Therefore, efforts have been directed to develop new and efficient electrocatalysts that could decrease the Pt content (e.g., by nanotechnology tools or alloying) or replace them completely in these systems. The present investigation shows that high catalytic activity can be reached towards the ORR by employing 1.8 ± 0.7 nm Ir nanoparticles (NPs) deposited onto MnO2 nanowires surface under low Ir loadings (1.2 wt.%). Interestingly, we observed that the MnO2-Ir nanohybrid presented high catalytic activity for the ORR close to commercial Pt/C (20.0 wt.% of Pt), indicating that it could obtain efficient performance using a simple synthetic procedure. The MnO2-Ir electrocatalyst also showed improved stability relative to commercial Pt/C, in which only a slight activity loss was observed after 50 reaction cycles. Considering our findings, the superior performance delivered by the MnO2-Ir nanohybrid may be related to (i) the significant concentration of reduced Mn3+ species, leading to increased concentration of oxygen vacancies at its surface; (ii) the presence of strong metal-support interactions (SMSI), in which the electronic effect between MnOx and Ir may enhance the ORR process; and (iii) the unique structure comprised by Ir ultrasmall sizes at the nanowire surface that enable the exposure of high energy surface/facets, high surface-to-volume ratios, and their uniform dispersion.

8.
Sci Rep ; 12(1): 1689, 2022 02 01.
Artigo em Inglês | MEDLINE | ID: mdl-35105910

RESUMO

Elevated soil salinity directly modifies plant physiology and indirectly alters the biotic interactions that shape plant performance. However, it is unclear how soil salinization interacts with plant defenses to alter patterns of leaf consumption or herbivore survival, development, and performance. In this study, we carried out laboratory feeding trials and a common garden experiment to investigate how gradients in soil salinization interact with plant induction status (modified via exogenous application of methyl jasmonate [MeJA]) to influence feeding consumption and performance of the generalist herbivore Spodoptera exigua on tomato (Solanum lycoperscium) plants. Our results showed that S. exigua consumed less leaf tissue from tomatoes treated with ≥ 50 mM NaCl; at these higher salinity treatments, these herbivores were less likely to pupate and died more quickly. Treatment with MeJA only reduced leaf consumption in the 0 mM NaCl treatment. Our common garden study demonstrated that natural populations of leaf chewing herbivores were less likely to damage tomatoes treated with > 50 mM NaCl solutions. Treatment with MeJA in the common garden reduced damage from natural populations of herbivores, but only for salt treatments at the 50 mM NaCl concentration level and we did observe variation in herbivore damage between cohorts in common garden trials. These results suggest that both soil salinization and volatile jasmonate signals may generate complementary shifts in decreased plant quality for herbivores. Overall, our study concludes that soil salinization could be a potential driver in spatial patterns of variation in both herbivory and herbivore demography.

9.
Zoonoses Public Health ; 68(7): 849-853, 2021 11.
Artigo em Inglês | MEDLINE | ID: mdl-34028194

RESUMO

Sin Nombre virus (SNV) is a zoonotic virus that is highly pathogenic to humans. The deer mouse, Peromyscus maniculatus, is the primary host of SNV, and SNV prevalence in P. maniculatus is an important indicator of human disease risk. Because the California Channel Islands contain permanent human settlements, receive hundreds of thousands of visitors each year, and can have extremely high densities of P. maniculatus, surveillance for SNV in island P. maniculatus is important for understanding the human risk of zoonotic disease. Despite the importance of surveillance on these heavily utilized islands, SNV prevalence (i.e. the proportion of P. maniculatus that test positive to antibodies to SNV) has not been examined in the last 13-27 years. We present data on 1,610 mice sampled for four consecutive years (2014-2017) on five of the California Channel Islands: East Anacapa, Santa Barbara, Santa Catalina, San Nicolas, and San Clemente. Despite historical data indicating SNV-positive mice on San Clemente and Santa Catalina, we detected no SNV-positive mice on these islands, suggesting very low prevalence or possible loss of SNV. Islands historically free of SNV (East Anacapa, Santa Barbara, and San Nicolas) remained free of SNV, suggesting that rates of pathogen introduction from other islands and/or the mainland are low. Although continued surveillance is warranted to determine whether SNV establishes on these islands, our work helps inform current human disease risk in these locations and suggests that SNV prevalence on these islands is currently very low.


Assuntos
Síndrome Pulmonar por Hantavirus , Doenças dos Roedores , Vírus Sin Nombre , Animais , Anticorpos Antivirais , Ilhas Anglo-Normandas , Síndrome Pulmonar por Hantavirus/epidemiologia , Síndrome Pulmonar por Hantavirus/veterinária , Camundongos , Peromyscus , Prevalência , Doenças dos Roedores/epidemiologia
10.
Spinal Cord Ser Cases ; 7(1): 19, 2021 03 12.
Artigo em Inglês | MEDLINE | ID: mdl-33712553

RESUMO

INTRODUCTION: Discovering the source of a patient's fever, in the absence of clinical localizing signs, can be a formidable undertaking. Without a clear symptom pattern to narrow the focus of a diagnostic workup, this task can require numerous noninvasive and invasive procedures, imaging studies, and laboratory tests to arrive at a conclusion. Identifying the source of a patient's fever in the setting of an acute spinal cord injury can present a unique challenge because this population is at risk for many different conditions that can cause fever, some of which are rarely seen in the general population. CASE PRESENTATION: This case report describes a unique case and diagnostic workup of fever of unknown origin in a 51-year-old male with multiple medical comorbidities who presented to an inpatient rehabilitation service following an acute traumatic cervical spinal cord injury. Ultimately, it was determined that the patient had several different factors that were causing him to have intermittent fevers over a 5-week period. DISCUSSION: This case demonstrates the importance of obtaining serial medical histories and physical examinations during the investigation for fever of unknown origin. It also supports why additional workup of a patient's fever may need to be considered even after a potential source is found. Finally, it demonstrates the need for increased awareness of quadriplegic fever so that this condition can be more effectively recognized, prevented, and managed in the future.


Assuntos
Febre de Causa Desconhecida , Traumatismos da Medula Espinal , Febre de Causa Desconhecida/diagnóstico , Febre de Causa Desconhecida/etiologia , Humanos , Masculino , Pessoa de Meia-Idade , Traumatismos da Medula Espinal/complicações , Traumatismos da Medula Espinal/diagnóstico
12.
Retin Cases Brief Rep ; 15(6): 670-672, 2021 Nov 01.
Artigo em Inglês | MEDLINE | ID: mdl-31339873

RESUMO

PURPOSE: To present the case of a 71-year-old woman who developed cytomegalovirus retinitis after the administration of an intravitreal dexamethasone implant in an immunocompetent patient. METHODS: Retrospective case report. PATIENTS: Single patient with a diagnosis of cytomegalovirus retinitis associated with the intravitreal dexamethasone implant. RESULTS: The patient developed cytomegalovirus retinitis three months after an intravitreal injection of a dexamethasone implant for macular edema. The patient had no history of poor immune function and was not taking immunosuppressive medications. CONCLUSION: Cytomegalovirus retinitis has been associated with local steroid therapy. This has been described in both immunocompromised and immunocompetent patients. The intravitreal dexamethasone implant may cause local immunosuppression and result in cytomegalovirus retinitis in immunocompetent patients.


Assuntos
Retinite por Citomegalovirus , Dexametasona , Hospedeiro Imunocomprometido , Idoso , Retinite por Citomegalovirus/induzido quimicamente , Retinite por Citomegalovirus/diagnóstico , Dexametasona/efeitos adversos , Implantes de Medicamento , Feminino , Humanos , Injeções Intravítreas , Estudos Retrospectivos
13.
Phys Med Rehabil Clin N Am ; 31(4): 685-697, 2020 11.
Artigo em Inglês | MEDLINE | ID: mdl-32981586

RESUMO

The term, dietary supplement, refers to a broad category of products, including herbal or plant-based extracts, micronutrients, and food-based nutraceuticals. The use of supplements in clinical rehabilitation requires clear communication from patients and health care providers to understand the types of products used and their effects on health. Providers should distinguish between using micronutrient supplementation for therapeutic purposes and treatment of nutritional deficiency in patients with malnutrition syndromes. Evidence supports micronutrient and nutraceutical supplementation use to improve pain, functional status, and inflammation. There is little evidence on the use of herbal or plant-based extracts in therapeutic rehabilitation; larger studies are warranted.


Assuntos
Suplementos Nutricionais , Óleos Voláteis , Plantas Medicinais , Reabilitação , Vitaminas , Humanos
14.
ACS Appl Mater Interfaces ; 12(27): 30833-30846, 2020 Jul 08.
Artigo em Inglês | MEDLINE | ID: mdl-32520533

RESUMO

Providing materials with smart functionalities such as self-healing properties is primarily a domain for organic materials, although their applicability is restricted to mild environments and loads because of poor thermal and mechanical properties. This work seeks to achieve the active functionalities obtained in organic materials but in ceramics, which are much more heat resistant and robust. Ceramic coatings were produced by plasma electrolytic oxidation (PEO), which is an environmentally friendly technique that offers an alternative to potentially carcinogenic treatments used widely in the automotive and aircraft industries to protect light alloys against corrosion. The active functionalization was achieved by incorporating corrosion inhibitors encapsulated into halloysite nanotubes (HNTs) into the PEO coatings. This allowed controlled release of active agents when detecting environmental pH changes associated with the corrosion initiation of the metal substrate. Three corrosion inhibitors-vanadate, molybdate salts, and 8-hydroxyquinoline (8-HQ)-were assessed within the PEO-HNT system and demonstrated considerable improvements in the corrosion resistance by decreasing the kinetics of both anodic and cathodic reactions. For immersion times up to 72 h, vanadate offered a consistently higher corrosion resistance, which was followed by molybdate, whereas the positive effect of 8-HQ was time-limited. The improvement in corrosion resistance was associated with the combined enhancement of the barrier and active protection properties of ceramic coatings. All coatings containing corrosion inhibitors were capable of providing self-healing to small scratches, whereas only vanadate could partially restore a more severe damage.

15.
Suicide Life Threat Behav ; 50(5): 939-947, 2020 10.
Artigo em Inglês | MEDLINE | ID: mdl-32484597

RESUMO

OBJECTIVE: With early identification and intervention, many suicidal deaths are preventable. Tools that include machine learning methods have been able to identify suicidal language. This paper examines the persistence of this suicidal language up to 30 days after discharge from care. METHOD: In a multi-center study, 253 subjects were enrolled into either suicidal or control cohorts. Their responses to standardized instruments and interviews were analyzed using machine learning algorithms. Subjects were re-interviewed approximately 30 days later, and their language was compared to the original language to determine the presence of suicidal ideation. RESULTS: The results show that language characteristics used to classify suicidality at the initial encounter are still present in the speech 30 days later (AUC = 89% (95% CI: 85-95%), p < .0001) and that algorithms trained on the second interviews could also identify the subjects that produced the first interviews (AUC = 85% (95% CI: 81-90%), p < .0001). CONCLUSIONS: This approach explores the stability of suicidal language. When using advanced computational methods, the results show that a patient's language is similar 30 days after first captured, while responses to standard measures change. This can be useful when developing methods that identify the data-based phenotype of a subject.


Assuntos
Idioma , Ideação Suicida , Algoritmos , Humanos , Aprendizado de Máquina , Medição de Risco
16.
Am J Bot ; 105(12): 2075-2080, 2018 12.
Artigo em Inglês | MEDLINE | ID: mdl-30521099

RESUMO

PREMISE OF THE STUDY: Extreme weather events can injure plants, causing decreased survival. However, we may underestimate the ecological importance of extreme events if they have strong sublethal effects that manifest after several months. We tested the hypothesis that late-winter extreme-cold events decrease the ability of woody plants to grow and tolerate stem removal in summer. METHODS: Seedlings from four temperate tree species (Abies balsamea, Pinus resinosa, P. strobus, Quercus rubra) were acclimated to winter conditions in growth chambers, and experienced 1 week of warm temperatures before being exposed to one of three 24-h extreme-cold events (minimum temperature: 8°C control, -8°C, or -16°C). Seedlings were then transferred to a greenhouse where we monitored survival and growth. Three months after the extreme-cold event, we mimicked an herbivore attack by removing either 25% or 75% of new stem growth from seedlings of two species (P. resinosa, Q. rubra). KEY RESULTS: While extreme cold had no immediate effect on seedling survival, the coldest temperature treatment reduced stem growth 51% relative to controls. Stem removal decreased P. resinosa survival in the -16°C treatment, but stem removal treatment had no effect on P. resinosa survival in the intermediate -8°C treatment or 8°C control. Stem removal did not alter Q. rubra survival. CONCLUSIONS: Ephemeral late-winter cold temperatures can have unappreciated effects on growing-season seedling dynamics, including growth and herbivory. For predicting how extreme-cold events might alter large-scale patterns of tree distribution, seedlings should be monitored throughout the growing season following extreme late-winter frosts.


Assuntos
Temperatura Baixa , Herbivoria , Plântula/crescimento & desenvolvimento , Árvores/crescimento & desenvolvimento , Abies/crescimento & desenvolvimento , Pinus/crescimento & desenvolvimento , Quercus/crescimento & desenvolvimento , Especificidade da Espécie
17.
Oecologia ; 186(3): 703-710, 2018 03.
Artigo em Inglês | MEDLINE | ID: mdl-29340758

RESUMO

Although induced defenses are widespread in plants, the degree to which plants respond to herbivore kairomones (incidental chemicals that herbivores produce independent of herbivory), the costs and benefits of responding to cues of herbivory risk, and the ecological consequences of induced defenses remain unclear. We demonstrate that undamaged tomatoes, Solanum lycopersicum, induce defenses in response to a kairomone (locomotion mucus) of snail herbivores (Helix aspersa). Induced defense had significant costs and benefits for plants: plants exposed to snail mucus or a standard defense elicitor (methyl jasmonate, MeJA) exhibited slower growth, but also experienced less herbivory by an insect herbivore (Spodoptera exigua). We also find that kairomones from molluscan herbivores lead to deleterious effects on insect herbivores mediated through changes in plant defense, i.e., mucus-induced defenses of Solanum lycopersicum-reduced growth of S. exigua. These results suggest that incidental cues of widespread generalist herbivores might be a mechanism creating variation in plant growth, plant defense, and biotic interactions.


Assuntos
Herbivoria , Solanum lycopersicum , Animais , Sinais (Psicologia) , Desenvolvimento Vegetal , Spodoptera
18.
Nat Ecol Evol ; 1(8): 1205-1207, 2017 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-29046571

RESUMO

Plants are attacked by myriad herbivores, and many plants exhibit anti-herbivore defences. We tested the hypothesis that induced defences benefit tomato plants by encouraging insects to eat other members of their species. We found that defences that promote cannibalism benefit tomatoes in two ways: cannibalism directly reduces herbivore abundance, and cannibals eat significantly less plant material. This previously unknown means of defence may alter plant-herbivore dynamics, plant evolution and pathogen transmission.


Assuntos
Antibiose , Herbivoria , Solanum lycopersicum/fisiologia , Spodoptera/fisiologia , Animais , Canibalismo , Cadeia Alimentar , Larva/crescimento & desenvolvimento , Larva/fisiologia , Spodoptera/crescimento & desenvolvimento , Tetranychidae
19.
BMC Bioinformatics ; 18(1): 361, 2017 Aug 07.
Artigo em Inglês | MEDLINE | ID: mdl-28784111

RESUMO

BACKGROUND: Probabilistic assessments of clinical care are essential for quality care. Yet, machine learning, which supports this care process has been limited to categorical results. To maximize its usefulness, it is important to find novel approaches that calibrate the ML output with a likelihood scale. Current state-of-the-art calibration methods are generally accurate and applicable to many ML models, but improved granularity and accuracy of such methods would increase the information available for clinical decision making. This novel non-parametric Bayesian approach is demonstrated on a variety of data sets, including simulated classifier outputs, biomedical data sets from the University of California, Irvine (UCI) Machine Learning Repository, and a clinical data set built to determine suicide risk from the language of emergency department patients. RESULTS: The method is first demonstrated on support-vector machine (SVM) models, which generally produce well-behaved, well understood scores. The method produces calibrations that are comparable to the state-of-the-art Bayesian Binning in Quantiles (BBQ) method when the SVM models are able to effectively separate cases and controls. However, as the SVM models' ability to discriminate classes decreases, our approach yields more granular and dynamic calibrated probabilities comparing to the BBQ method. Improvements in granularity and range are even more dramatic when the discrimination between the classes is artificially degraded by replacing the SVM model with an ad hoc k-means classifier. CONCLUSIONS: The method allows both clinicians and patients to have a more nuanced view of the output of an ML model, allowing better decision making. The method is demonstrated on simulated data, various biomedical data sets and a clinical data set, to which diverse ML methods are applied. Trivially extending the method to (non-ML) clinical scores is also discussed.


Assuntos
Sistemas de Apoio a Decisões Clínicas , Aprendizado de Máquina , Adolescente , Teorema de Bayes , Calibragem , Sistemas de Apoio a Decisões Clínicas/normas , Humanos , Estatísticas não Paramétricas , Suicídio , Máquina de Vetores de Suporte
20.
Biomed Inform Insights ; 9: 1178222616686067, 2017.
Artigo em Inglês | MEDLINE | ID: mdl-28469429

RESUMO

Religious or spiritual struggles are clinically important to health care chaplains because they are related to poorer health outcomes, involving both mental and physical health problems. Identifying persons experiencing religious struggle poses a challenge for chaplains. One potentially underappreciated means of triaging chaplaincy effort are prayers written in chapel notebooks. We show that religious struggle can be identified in these notebooks through instances of negative religious coping, such as feeling anger or abandonment toward God. We built a data set of entries in chapel notebooks and classified them as showing religious struggle, or not. We show that natural language processing techniques can be used to automatically classify the entries with respect to whether or not they reflect religious struggle with as much accuracy as humans. The work has potential applications to triaging chapel notebook entries for further attention from pastoral care staff.

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