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Abstract

Gestational diabetes mellitus (GDM) is a common metabolic disorder during pregnancy requiring careful pharmacological management to prevent maternal and fetal complications. Drug-related problems (DRPs) may compromise therapeutic outcomes and increase adverse events. This prospective interventional study aimed to identify DRPs and evaluate the impact of structured patient counselling using the Appraisal Diabetes Scale (ADS). The study was conducted over six months in a tertiary care teaching hospital involving 100 pregnant women diagnosed with GDM. DRPs were categorized as adverse drug reactions, dosing problems, drug interactions, and non-adherence. Patients were divided into intervention and control groups. Baseline ADS scores were assessed, followed by structured pharmacist-led counselling for the intervention group. Post-intervention assessment was performed. A total of 32 drug related problems (DRPs) were identified among the participants, with adverse drug reactions being the most frequently reported. Post-counselling assessment showed improvement in ADS scores and better disease perception in the intervention group compared to control group. The study concludes that structured clinical pharmacist counselling significantly reduces DRPs and improves medication adherence and disease perception among pregnant women with GDM

Keywords

Gestational diabetes mellitus, Drug-related problems, Patient counseling, Medication adherence, Appraisal Diabetes Scale

Introduction

Pregnancy is a dynamic physiological state characterized by significant hormonal and metabolic adaptations required for fetal growth and development. However, these physiological changes may predispose women to metabolic complications, among which gestational diabetes mellitus (GDM) is one of the most common disorders encountered during pregnancy. GDM is defined as glucose intolerance with onset or first recognition during pregnancy and is associated with increased risks of maternal and neonatal morbidity.¹ The global prevalence of GDM has been rising steadily due to factors such as advanced maternal age, obesity, sedentary lifestyle, and genetic susceptibility. Inadequate glycemic control during pregnancy may lead to complications including preeclampsia, cesarean delivery, fetal macrosomia, neonatal hypoglycemia, and long-term risk of type 2 diabetes mellitus in both mother and child.² Therefore, early diagnosis and appropriate therapeutic management are essential to ensure optimal pregnancy outcomes. Management of GDM primarily involves medical nutrition therapy, lifestyle modification, regular physical activity, and self-monitoring of blood glucose levels. When lifestyle measures fail to achieve adequate glycemic control, pharmacological therapy such as insulin or selected oral hypoglycemic agents is initiated.³ However, pharmacotherapy during pregnancy requires careful monitoring because physiological alterations may influence drug absorption, distribution, metabolism, and excretion, thereby increasing the risk of therapeutic failure or adverse drug reactions. Drug-related problems (DRPs) are defined as any event or circumstance involving drug therapy that actually or potentially interferes with desired health outcomes.? DRPs may include adverse drug reactions, inappropriate drug selection, dosing errors, drug–drug interactions, and medication non-adherence. Previous studies have demonstrated that hospitalized pregnant women are at considerable risk of medication-related problems requiring clinical intervention.?

Women with GDM are particularly vulnerable to DRPs due to polypharmacy, coexisting conditions such as hypertension, concerns regarding fetal safety of medications, and inadequate knowledge about insulin administration and glucose monitoring. Poor adherence to antidiabetic therapy has also been reported among pregnant women, which may compromise glycemic control and increase the likelihood of adverse maternal and fetal outcomes.?

Clinical pharmacists play a pivotal role in identifying, preventing, and resolving DRPs through systematic medication review and structured patient counselling. Pharmaceutical care interventions have been shown to improve medication adherence, glycemic control, and overall quality of life among patients with diabetes.? In addition to pharmacological challenges, the psychological burden and emotional distress associated with diabetes during pregnancy may influence disease perception and treatment adherence. The Appraisal Diabetes Scale (ADS) is a validated instrument used to assess patients’ cognitive appraisal and emotional adjustment to diabetes.? Assessment using ADS provides measurable insight into patients’ coping ability and perception of disease control, thereby enabling evaluation of counselling outcomes.

Although pharmaceutical care services have demonstrated benefits in diabetes management, limited hospital-based interventional studies have specifically evaluated the identification of DRPs and the impact of structured pharmacist-led counselling among pregnant women with GDM in tertiary care settings. Therefore, the present study was undertaken to identify drug-related problems in pregnant women diagnosed with gestational diabetes mellitus and to evaluate the impact of structured patient counselling on DRPs and medication adherence using the Appraisal Diabetes Scale.

2.0 OBJECTIVES OF THE STUDY

To identify drug-related problems in pregnant women with gestational diabetes mellitus.

To measure the impact of structured patient counselling on medication adherence using Appraisal Diabetes Scale among pregnant women with gestational diabetes mellitus.

 

3.0 REVIEW OF LITERATURE

  1. Bezerra et al. conducted a prospective cohort study involving 571 hospitalized pregnant women with hypertension and gestational diabetes mellitus. A total of 873 DRPs were identified, with therapeutic ineffectiveness (72.2%) and adverse drug reactions (27.0%) being the most common. Insulin and methyldopa were frequently implicated drugs. The study emphasized the importance of systematic medication review in high-risk pregnancies to prevent adverse outcomes.?
  2. Smedberg et al. performed a cross-sectional study in two Norwegian hospitals to assess medication use and DRPs among pregnant and lactating women. Among 212 participants, 42% experienced at least one DRP, with the most common issue being the need for additional drug therapy. The authors highlighted the importance of multiprofessional collaboration in antenatal care to improve medication safety.¹?
  3. Borzouei et al. evaluated medication adherence among 104 pregnant women with GDM using the Morisky Medication Adherence Scale (MMAS-6). The study found that 58.7% of women demonstrated good adherence, while factors such as higher education level and better health literacy were associated with improved glycemic control. The findings underscored the need for targeted educational interventions to enhance adherence among pregnant women with GDM.¹¹
  4. Elnour et al. conducted a clinical trial involving 165 women with gestational diabetes mellitus, comparing structured pharmaceutical care with standard care. The intervention group showed significant improvements in diabetes knowledge, glycemic control, HbA1c levels, maternal complications, and neonatal outcomes (p < 0.05). The study demonstrated the positive impact of pharmacist-led counselling in managing GDM effectively.¹²
  5. Krishnakumar et al. carried out a prospective observational study to assess the impact of patient education on knowledge, attitude, practice (KAP), medication adherence, and therapeutic outcomes among women with GDM receiving metformin or insulin therapy. Significant improvements were observed in adherence scores and glycemic parameters after structured education (p < 0.0001), highlighting the role of continuous patient counselling in optimizing treatment outcomes.¹³

4.0 METHODOLOGY

MATERIALS AND METHODS

Study design: A hospital-based prospective intervention study conducted to identify drug-related problems and evaluate the impact of patient counselling using Appraisal Diabetes Scale(ADS) among pregnant women with gestational diabetes

Study site: Srinivas Institute of Medical Sciences and Research Centre (SIMS & RC), Mukka-574146.

Sample Size: 100

Study duration: 6 months

Ethical Clearance: The study protocol was approved by the Institutional Ethics Committee (IEC) of Srinivas Institute of Medical Science, Mukka, Mangaluru. In addition, written informed consent was obtained from all the participants in this study. (Ref. No.: SIEC/SIMS & RC/53/03/2024)

Inclusion Criteria:

•Pregnant women aged above 18 years diagnosed with gestational diabetes mellitus.

Exclusion Criteria:

•Pregnant women with psychiatric illness and who are not willing to give consent for the study.

•Pregnant women without gestational diabetes mellitus and those with previously diagnosed diabetes mellitus were excluded.

Source of data collection:

•Data source: Patient case files.

•Material used: Data collection form, Questionnaires and PIL.

•Study method: A hospital-based interventional study which will be conducted based on methodology.

THE STUDY PERIOD WAS DIVIDED INTO 3 PHASES

  1. Phase 1: Preparation for the study:

Data collection form: Included the patient’s demographic details, co-morbid diseases, laboratory details, treatment chart.

Assessment tools:

Appraisal diabetes scale (ADS)

Impact of pharmaceutical care plan on quality of life in diabetes mellitus patients can be identified from ADS scale. ADS can be incisive as a relatively quick (5mins) screening tool to examine a patient’s adjustment to diabetes or risk for noncompliance with a care regimen.

Institutional ethics committee approval

  1. Phase 2: Pre-educational intervention assessment
  • Patient selection

Patients were segregated based on inclusion and exclusion criteria

 

  • Obtaining informed consent

Informed consent form was obtained from the selected patient in English and Kannada.

  • Sample size and grouping

Among 100 screened pregnant women with gestational diabetes mellitus, 50 patients who had satisfactory baseline adherence and adjustment to diabetes were excluded. The remaining 50 eligible patients were randomly assigned into a control group (n=25) and an intervention group (n=25) to evaluate the impact of patient counselling using the Appraisal Diabetes Scale.

  • Phase 3: Post educational intervention assessment
  • Patient Review: After reviewing the scores of questionnaires, the patients were followed up after 2 months.
  • Patient information leaflet: The patient information leaflet (PIL) is used to educate the patients.
  • Source of Data collection: Information provided by patients and patient case files.

DATA ANALYSIS

Statistical analysis involved collecting and scrutinizing every data sample in a set of items     from which samples can be drawn and a suitable statistical test was applied to analyse the data. The collected data will be analyzed using Microsoft Excel.

5.0 RESULTS

DRUG RELATED PROBLEMS AMONG PREGNANT WOMEN WITH GESTATIONAL DIABETES

The table provides data on the drug related problems of pregnant women.

 

 

Table 1. Drug Related Problems

 

S.No

Drug-Related Problems Identified

Number of each type

1

Adverse drug reactions

12

2

 

a)

 

b)

Dosing problems Drug dose too low Drug dose too high

 

8

 

5

3

Drug Interactions

7

TOTAL

32

 

 

 

Figure 1: Identified Drug related problems

 

The table outlines the drug-related problems identified in pregnant women, with a total of 32 DRPs reported. Among these, 12 were adverse drug reactions, indicating unexpected or harmful responses to medications. Dosing problems were categorized into two types: 8 instances where drug doses were too low, and 5 cases where doses were too high, which can lead to ineffective treatment or increased risk of side effects, respectively. Additionally, there were 7 reported drug interactions, drug interactions mainly occurred between antidiabetic and antihypertensive medications. Addressing these problems is crucial for optimizing patient safety and treatment outcomes. The study underscores the effectiveness of counseling in reducing DRPs and improving medication management.

 

TO MEASURE THE IMPACT OF PATIENT COUNSELLING ON DRUG RELATED PROBLEMS OF PREGNANT WOMEN WITH GESTATIONAL DIABETES USING ADS SCALE.

Among 100 screened pregnant women with gestational diabetes mellitus, 50 patients who had satisfactory baseline adherence and adjustment to diabetes were excluded. The remaining 50 eligible patients were randomly assigned into a control group (n=25) and an intervention group (n=25) to evaluate the impact of patient counselling using the Appraisal Diabetes Scale.

APPRAISAL DIABETES SCALE (ADS)

Impact of pharmaceutical care plan on quality of life in diabetes mellitus patients can be identified from ADS Scale. ADS can be incisive as a relatively quick (5mins) screening tool to examine a patient’s adjustment to diabetes or risk for noncompliance with a care regimen.

 

Table 2.APPRAISAL DIABETES SCALE (ADS)

 

VARIABLE

CONSTANT

INTERVENTION GROUP n=25

CONTROL GROUP n=25

PRE

POST

PRE

POST

1. How upsetting is

a. Not at all

10%

20%

9%

11%

having diabetes for you

b. Too slightly upsetting

14%

52%

25%

25%

 

c. Moderately upsetting

40%

8%

39%

42%

 

d. Very upsetting

22%

8%

19%

15%

 

e. Extremely upsetting

14%

12%

8%

7%

2. How much control

a. Not at all

14%

4%

15%

10%

over your diabetes do

b. Slight amount

46%

6%

40%

41%

you have

c. Moderate amount

26%

32%

30%

32%

 

d. large amount

12%

56%

8%

10%

 

e. Total amount

2%

1%

7%

7%

3. How much

a. Not at all

0%

6%

2%

3%

uncertainty do you

b. Slight amount

20%

56%

52%

52%

currently experience in

c. Moderate amount

56%

14%

17%

17%

your life as a result of

d. large amount

20%

16%

7%

6%

being diabetic

e. Extremely large

4%

8%

2%

2%

 

amount

 

 

 

 

4. How likely is your

a. Not likely at all

15%

22%

13%

13%

diabetes to worsen over

b. Slightly likely

30%

38%

27%

26%

the several years

c. Moderately likely

23%

28%

24%

24%

 

d. Very likely

20%

12%

22%

23%

 

e. Extremely likely

12%

0%

14%

14%

5. Do you believe that

a. Totally because of me

2%

2%

5%

2%

achieving good diabetic

b. Mostly because of me

18%

2%

17%

2%

control is due to your

c. Partially because of me

76%

94%

77%

93%

effort as compared to

and other factors

4%

2%

1%

2%

factors which are your

d. Mostly because of other

0%

0%

0%

0%

control

factors

 

 

 

 

 

e. Totally because of other

 

 

 

 

 

factors

 

 

 

 

6. How effective are

you in coping with your diabetes

  1. Not at all
  2. Slightly effective
  3. Moderately effective
  4. Very effective
  5. Extremely effective

10%

46%

40%

4%

0%

18%

18%

26%

36%

2%

13%

50%

35%

2%

0%

13%

52%

34%

1%

0%

7. To what degree does your diabetes gets in the way of your developing life goals

  1. Not at all
  2. Slight amount
  3. Moderate amount
  4. large amount
  5. Extremely largeamount

4%

42%

48%

4%

2%

18%

30%

48%

4%

0%

7%

46%

40%

5%

2%

6%

43%

47%

3%

1%

 

DISCUSSION

The present hospital-based interventional study was conducted to identify drug-related problems (DRPs) among pregnant women with gestational diabetes mellitus (GDM) and to evaluate the impact of structured pharmacist-led counselling using the Appraisal Diabetes Scale (ADS). The findings demonstrate that DRPs are prevalent in this vulnerable population and that clinical pharmacist intervention plays a significant role in improving medication safety and disease perception. In the present study, 32 drug-related problems were identified among 100 participants. Adverse drug reactions were the most frequently observed DRPs, followed by dosing errors and drug–drug interactions. These findings are consistent with the study reported by Bezerra et al., who reported therapeutic ineffectiveness and adverse drug reactions as the most common DRPs among pregnant women with hypertension and GDM.9 Their findings highlight the importance of careful insulin dose adjustment and monitoring during high-risk pregnancies. Similarly, Smedberg et al. observed that a considerable proportion of pregnant and lactating women experienced at least one DRP during hospitalization, emphasizing the need for systematic medication review and multidisciplinary collaboration to enhance patient safety.10 The occurrence of drug interactions between antidiabetic and antihypertensive medications in the present study further supports the evidence that polypharmacy increases medication-related risks during pregnancy. Medication adherence plays a crucial role in achieving optimal glycemic control in GDM. In the present study, structured counselling resulted in improved disease perception and coping ability as assessed by the ADS. These findings are in agreement with Borzouei et al., who reported that improved adherence was associated with better glycemic control among pregnant women with GDM.11 Furthermore, Elnour et al. demonstrated significant improvements in glycemic parameters and maternal outcomes following structured pharmaceutical care interventions in women with GDM.12 Similarly, Krishnakumar et al. reported significant enhancement in medication adherence and therapeutic outcomes after patient education among women receiving insulin or metformin therapy for GDM.13 These studies collectively support the beneficial impact of pharmacist-led counselling observed in the present study. The improvement noted in ADS parameters suggests that counselling not only enhances medication adherence but also positively influences psychological adjustment to diabetes. Emotional distress, uncertainty, and reduced perceived control are common among women newly diagnosed with GDM. Educational interventions focusing on insulin administration techniques, hypoglycemia management, lifestyle modification, and regular glucose monitoring can reduce anxiety and improve self-efficacy, thereby promoting better treatment adherence. Overall, the findings of this study emphasize the critical role of clinical pharmacists in identifying and resolving DRPs and in improving both pharmacological and psychological aspects of GDM management. Integrating pharmacist-led counselling into routine antenatal care may significantly enhance maternal safety and therapeutic outcomes.

7.0 LIMITATIONS OF THE STUDY

  • As the current study was conducted at a single centre, the findings may not be extrapolated to the general population.
  • Duration of the study was 6 months hence it gives fewer data.
  • Respondents may be unable/unwilling to provide the desired information
  • Some participants had trouble in grasping the meaning of some questions which was clear for some other.
  • Variations in defining and identifying drug-related problems could affect consistency and comparability of results.

CONCLUSION

The present study demonstrated that drug-related problems (DRPs) are common among pregnant women with gestational diabetes mellitus and may compromise therapeutic outcomes if not identified and addressed promptly. The most commonly observed DRPs included adverse drug reactions, dosing errors, and drug–drug interactions.

Structured pharmacist-led counselling significantly improved medication adherence and disease perception, as evidenced by improvement in Appraisal Diabetes Scale (ADS) parameters in the intervention group. The findings highlight the importance of systematic medication review and patient education in minimizing medication-related risks during pregnancy.

Integration of clinical pharmacists into multidisciplinary antenatal care teams can play a vital role in optimizing pharmacotherapy, enhancing patient understanding, and improving overall maternal health outcomes in gestational diabetes mellitus.

ACKNOWLEDGEMENT

I sincerely thank Dr. Krishnananda Kamath K, my guide, and Dr. Blessy Fernandes, my co-guide, for their invaluable guidance, support, and encouragement throughout this research work. I express my deep gratitude to Dr. A. R. Shabaraya, Principal, for providing the necessary resources and constant motivation to carry out this study. I extend my heartfelt thanks to Srinivas College of Pharmacy and SIMS & RC for providing the opportunity and facilities essential for this research. I am also grateful to all the faculty members, staff, parents, friends, and study participants for their constant support and contribution, which made this work possible.

REFERENCES

  1. Van Roozendaal BW, Krass I. Development of an evidence-based checklist for the detection of drug-related problems in type 2 diabetes. Pharm World Sci. 2009;31:580-95.
  2. Güldner L, Greffin K, Muehlan H, Stubert J. Assessment of quality of life in gestational diabetes mellitus care: study protocol of the GDM-QOL project. Healthcare (Basel). 2023;12(1):1-8.
  3. Asiedu-Danso M, Kretchy IA, Sekyi JK, Koduah A. Adherence to antidiabetic medications among women with gestational diabetes. J Diabetes Res. 2021;2021:Article ID 1234567.
  4. Ahmed SM, Sundby J, Aragaw YA, Nordeng H. Medication-related problems among hospitalized pregnant women in a tertiary teaching hospital in Ethiopia: a prospective observational study. BMC Pregnancy Childbirth. 2020;20(1):737.
  5. Ammulu S, Fasalu RO, Muhammed RK. Managing gestational diabetes: the role of patient counselling. Int J Reprod Contracept Obstet Gynecol. 2019;8(3):1011-1016.
  6. Lash KA, Garcia L, Salazar-Laso X, Chahine K, Hotra J, Blackwell S, et al. Medication adherence in women with gestational diabetes and its effect on pregnancy outcomes. Am J Obstet Gynecol MFM. 2019;220:70.
  7. Cani CG, Lopes LD, Queiroz M, Nery M. Improvement in medication adherence and self-management of diabetes with a clinical pharmacy program: a randomized controlled trial in patients with type 2 diabetes undergoing insulin therapy. Clinics (Sao Paulo). 2015;70:102-106.
  8. Satish S, Nirmala DM, Shabaraya AR. A study to assess the quality of life in type 2 diabetes mellitus patients using appraisal diabetes scale in a tertiary care teaching hospital. World J Pharm Res. 2021;10(11):2060-2065.
  9. Bezerra PKV, Chaves Cavalcanti JE, Carlete Filho SR, Medeiros SDV, Oliveira AG, Martins RR. Drug-related problems in hypertension and gestational diabetes mellitus: a hospital cohort. PLoS One. 2023;18(4):e0284053.
  10. Smedberg J, Bråthen M, Waka MS, et al. Medication use and drug-related problems among women at maternity wards: a cross-sectional study from two Norwegian hospitals. Eur J Clin Pharmacol. 2016;72:849-857.
  11. Borzouei S, Eslahchi M, Esna-Ashari F, Pirdehghan A. Adherence and related factors in pregnant women with gestational diabetes. Acta Med Iran. 2021;59(9):550-554.
  12. Elnour AA, El Mugammar IT, Jaber T, Revel T, McElnay JC. Pharmaceutical care of patients with gestational diabetes mellitus. J Eval Clin Pract. 2008;14(1):131-140.
  13. Krishnakumar S, Govindarajulu Y, Vishwanath U, Nagasubramanian VR, Palani T. Impact of patient education on knowledge, attitude, practice, medication adherence and therapeutic outcomes of metformin versus insulin therapy in patients with gestational diabetes. Diabetes Metab Syndr. 2020;14(5):1379-1383.

Reference

  1. Van Roozendaal BW, Krass I. Development of an evidence-based checklist for the detection of drug-related problems in type 2 diabetes. Pharm World Sci. 2009;31:580-95.
  2. Güldner L, Greffin K, Muehlan H, Stubert J. Assessment of quality of life in gestational diabetes mellitus care: study protocol of the GDM-QOL project. Healthcare (Basel). 2023;12(1):1-8.
  3. Asiedu-Danso M, Kretchy IA, Sekyi JK, Koduah A. Adherence to antidiabetic medications among women with gestational diabetes. J Diabetes Res. 2021;2021:Article ID 1234567.
  4. Ahmed SM, Sundby J, Aragaw YA, Nordeng H. Medication-related problems among hospitalized pregnant women in a tertiary teaching hospital in Ethiopia: a prospective observational study. BMC Pregnancy Childbirth. 2020;20(1):737.
  5. Ammulu S, Fasalu RO, Muhammed RK. Managing gestational diabetes: the role of patient counselling. Int J Reprod Contracept Obstet Gynecol. 2019;8(3):1011-1016.
  6. Lash KA, Garcia L, Salazar-Laso X, Chahine K, Hotra J, Blackwell S, et al. Medication adherence in women with gestational diabetes and its effect on pregnancy outcomes. Am J Obstet Gynecol MFM. 2019;220:70.
  7. Cani CG, Lopes LD, Queiroz M, Nery M. Improvement in medication adherence and self-management of diabetes with a clinical pharmacy program: a randomized controlled trial in patients with type 2 diabetes undergoing insulin therapy. Clinics (Sao Paulo). 2015;70:102-106.
  8. Satish S, Nirmala DM, Shabaraya AR. A study to assess the quality of life in type 2 diabetes mellitus patients using appraisal diabetes scale in a tertiary care teaching hospital. World J Pharm Res. 2021;10(11):2060-2065.
  9. Bezerra PKV, Chaves Cavalcanti JE, Carlete Filho SR, Medeiros SDV, Oliveira AG, Martins RR. Drug-related problems in hypertension and gestational diabetes mellitus: a hospital cohort. PLoS One. 2023;18(4):e0284053.
  10. Smedberg J, Bråthen M, Waka MS, et al. Medication use and drug-related problems among women at maternity wards: a cross-sectional study from two Norwegian hospitals. Eur J Clin Pharmacol. 2016;72:849-857.
  11. Borzouei S, Eslahchi M, Esna-Ashari F, Pirdehghan A. Adherence and related factors in pregnant women with gestational diabetes. Acta Med Iran. 2021;59(9):550-554.
  12. Elnour AA, El Mugammar IT, Jaber T, Revel T, McElnay JC. Pharmaceutical care of patients with gestational diabetes mellitus. J Eval Clin Pract. 2008;14(1):131-140.
  13. Krishnakumar S, Govindarajulu Y, Vishwanath U, Nagasubramanian VR, Palani T. Impact of patient education on knowledge, attitude, practice, medication adherence and therapeutic outcomes of metformin versus insulin therapy in patients with gestational diabetes. Diabetes Metab Syndr. 2020;14(5):1379-1383.

Photo
Fathima Thabsheera
Corresponding author

Department of pharmacy practice, srinivas college of pharmacy Valachil, Mangaluru - 574143, Karnataka India.

Photo
Krishnananda Kamath K
Co-author

Department of pharmacy practice, srinivas college of pharmacy Valachil, Mangaluru - 574143, Karnataka India.

Photo
Blessy Fernandes
Co-author

Department of pharmacy practice, srinivas college of pharmacy Valachil, Mangaluru - 574143, Karnataka India.

Photo
A. R. Shabaraya
Co-author

Department of pharmacy practice, srinivas college of pharmacy Valachil, Mangaluru - 574143, Karnataka India.

Fathima Thabsheera, Krishnananda Kamath K, Blessy Fernandes, A.R. Shabaraya, Drug-Related Problems and Impact of Patient Counselling Using Appraisal Diabetes Scale in Pregnant Women with Gestational Diabetes: A Hospital-Based Intervention Study.., Int. J. of Pharm. Sci., 2026, Vol 4, Issue 3, 1428-1436. https://doi.org/10.5281/zenodo.19001536

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