MétaCan
Menu
Back to cohort
Record W4307947172 · doi:10.1007/s40120-022-00408-x

Understanding the Symptom Burden and Impact of Myasthenia Gravis from the Patient’s Perspective: A Qualitative Study

2022· article· en· W4307947172 on OpenAlexaff
Kristi Jackson, Anju Parthan, Miranda Lauher-Charest, Lynne Broderick, Nancy Law, Carolina Barnett

Bibliographic record

VenueNeurology and Therapy · 2022
Typearticle
Languageen
FieldMedicine
TopicMyasthenia Gravis and Thymoma
Canadian institutionsUniversity of TorontoUniversity Health Network
FundersAlexion PharmaceuticalsAstraZeneca
KeywordsMyasthenia gravisMedicinePerspective (graphical)NeurologyQualitative researchFamily medicineIntensive care medicinePhysical therapyInternal medicinePsychiatrySociologyArtificial intelligenceSocial science

Abstract

fetched live from OpenAlex

Patients with generalized myasthenia gravis (gMG) experience functional impairment due to MG symptoms. This study aimed to assess, from the patient perspective, the symptoms, impacts, and treatment goals of individuals diagnosed with gMG. Semi-structured, in-depth concept-elicitation interviews were conducted with 28 individuals diagnosed with gMG in the United States. Participants reported gMG symptoms that affected many body regions and functions, with an average of 16 symptoms per participant. The most frequently reported symptoms were eyelid drooping (93%), physical fatigue (89%), symptoms affecting the legs (82%), difficulty breathing (82%), and difficulty holding head up (82%). Nearly all participants (96%) reported fluctuations in symptoms and severity. Participants’ most bothersome symptoms were blurry/double vision (43%), breathing difficulties (36%), all-over fatigue (36%), and swallowing problems (29%). Impacts on physical functioning included an inability to participate in hobbies/sports, need for increased planning, and difficulties performing activities of daily living. All participants reported emotional impacts and impacts on their work and finances. Their treatment goals included reduced fatigue and weakness, improved symptom stability, and minimization of the impact of symptoms, in particular the emotional impact. The fluctuating and unpredictable nature of gMG symptoms was found to have a substantial impact on patients’ emotional, social, and economic well-being. Participants’ goals for symptom management suggest that greater focus is needed to help them quickly resume a normal lifestyle by achieving symptom stability. Impacts of fluctuating and unpredictable symptoms are difficult to measure, but it is important to consider symptom fluctuation as well as ongoing symptomatology when making treatment decisions, and to recognize the impact of uncontrolled symptoms on patients, their partners/caregivers, and family/friends. These factors are often not reflected in burden/cost-of-illness studies. The aim of this study was to understand—from the patient’s point of view—the range of generalized myasthenia gravis (gMG) symptoms that they experience, which symptoms bother them most, and which symptoms have the greatest impact on everyday life, as well as patients’ treatment goals. Researchers asked these questions in one-on-one interviews with 28 people in the US who have gMG. Study participants reported living with symptoms that come and go, and are sometimes severe, making it difficult to lead a normal life. The most frequently reported symptoms were eyelid drooping (reported by 93% of study participants), physical fatigue (89%), symptoms affecting the legs (82%), difficulty breathing (82%), and difficulty holding head up (82%). The symptoms that bothered patients most were difficulties with vision (43%), problems breathing (36%), all-over fatigue (36%), and trouble swallowing (29%). Participants reported that gMG symptoms affected physical functioning, making it hard to participate in hobbies/sports, increasing the amount of planning needed to conduct their daily lives, and hindering their ability to do day-to-day activities (like driving, eating, and bathing). All participants reported that they were affected emotionally, and that the symptoms of gMG impacted their ability to work and their financial well-being. Participants’ treatment goals included reducing fatigue and weakness, making symptoms more stable, and reducing the impact of symptoms, particularly emotional impacts. These responses reveal the extensive effects of gMG symptoms on patients’ daily lives and highlight that symptom stability is especially important to people with gMG.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.048

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.013
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0050.005
Scholarly communication0.0030.004
Open science0.0010.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.060
GPT teacher head0.349
Teacher spread0.289 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations56
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueNeurology and TherapySame topicMyasthenia Gravis and ThymomaFrench-language works237,207