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Record W4415682644 · doi:10.64483/jmph-186

Interdisciplinary Management of Macrocytic Anemia: Integrating Family Medicine, Nursing, and Pharmacological Approaches to Diagnosis, Treatment, and Patient Education

2024· article· W4415682644 on OpenAlexaff
Dhayah Deherb Alshammri, Fatimah Alshammari, Norah Mawaad Rubain Alrashidi, Danish Ali, Hend Faye AL-shahrani, Dalal Rotain Zaal Al Enazi, ‏Ahmed Moner Alqerafi, Amr Abdin, Zaid Honoud Muhanna Alshammari

Bibliographic record

VenueSaudi Journal of Medicine and Public Health · 2024
Typearticle
Language
FieldMedicine
TopicFolate and B Vitamins Research
Canadian institutionsInnovation Cluster (Canada)
Fundersnot available
KeywordsMacrocytic anemiaVitamin B12Methylmalonic acidMegaloblastic anemiaPatient educationAnemia

Abstract

fetched live from OpenAlex

Background: Macrocytic anemia, characterized by an elevated Mean Corpuscular Volume (MCV >100 fL), is a common hematologic disorder with a broad differential diagnosis, primarily categorized into megaloblastic and nonmegaloblastic types. Megaloblastic anemia, most often caused by deficiencies in vitamin B12 or folate, results from impaired DNA synthesis and can lead to irreversible neurological damage if untreated. Aim: This article aims to outline an interdisciplinary framework for the diagnosis, management, and patient education of macrocytic anemia, integrating the roles of family medicine, nursing, and pharmacology to optimize patient outcomes and prevent complications. Methods: A comprehensive review of the pathophysiology, etiology, and evaluation of macrocytic anemia is presented. The diagnostic approach emphasizes a detailed history, physical examination, peripheral blood smear analysis, and targeted laboratory testing, including vitamin B12, folate, methylmalonic acid, and homocysteine levels. Management strategies for both nutritional and non-nutritional causes are detailed. Results: Accurate diagnosis hinges on distinguishing between megaloblastic and nonmegaloblastic causes through morphological and biochemical assessment. Treatment is etiology-specific: vitamin B12 or folate repletion for deficiencies, and management of underlying conditions like hypothyroidism, liver disease, or alcohol use disorder for nonmegaloblastic cases. An interprofessional team approach is crucial for effective treatment, monitoring, and patient education. Conclusion: Successful management of macrocytic anemia requires a systematic, collaborative approach to ensure accurate diagnosis, targeted treatment, and prevention of long-term sequelae, particularly the irreversible neurological damage associated with delayed B12 deficiency treatment.

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)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0010.003
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0030.001

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 head0.195
GPT teacher head0.445
Teacher spread0.250 · 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 designNot applicable
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

Citations0
Published2024
Admission routes1
Has abstractyes

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