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All Journal Pharmaciana: Jurnal Kefarmasian Jurnal Farmasi Klinik Indonesia Mutiara Medika: Jurnal Kedokteran dan Kesehatan JURNAL MANAJEMEN DAN PELAYANAN FARMASI (Journal of Management and Pharmacy Practice) Majalah Farmaseutik Jurnal Pendidikan Kedokteran Indonesia: The Indonesian Journal of Medical Education PREPOTIF : Jurnal Kesehatan Masyarakat Indonesian Journal of Global Health research Jurnal Insan Farmasi Indonesia Jurnal Ilmiah Ibnu Sina (JIIS): Ilmu Farmasi dan Kesehatan Jurnal Farmasi Sains dan Praktis Jurnal Pengabdian Masyarakat Bangsa Jurnal Farmasi Indonesia Journal of Pharmaceutical and Sciences. Academic Hospital Journal Medicor : Journal of Health Informatics and Health Policy Jurnal Kefarmasian Indonesia Journal Pharmaceutical Science and Application (JPSA)
Susi Ari Kristina
Bagian Manajemen dan Farmasi Komunitas, Fakultas Farmasi, Universitas Gadjah Mada
Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Dentistry Economics, Econometrics & Finance Education Energy Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Other

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Translation and Validation of the Indonesian Version of Oral Chemotherapy Adherence Scale (OCAS) Puspitasari, Atika Wahyu; Kristina, Susi Ari; Satibi, Satibi; Prabandari, Yayi Suryo
JURNAL MANAJEMEN DAN PELAYANAN FARMASI (Journal of Management and Pharmacy Practice) Vol 16, No 1
Publisher : Faculty of Pharmacy, Universitas Gadjah Mada

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22146/jmpf.105128

Abstract

Background: Medication adherence is essential for oral anticancer agents (OAAs) to succeed and maintain the optimal therapeutic outcomes. However, there are no well-established instruments in Indonesia to evaluate adherence to oral chemotherapy by cancer patients.Objectives: This study aimed to validate and translate the Oral Chemotherapy Adherence Scale (OCAS) for cancer patients in Indonesia.Methods: Data were collected from patients taking oral chemotherapy for at least a month at Dharmais Cancer Hospital in Jakarta. OCAS was translated into Indonesian using a forward-backward translation method. Content validity was assessed through expert review to calculate Content Validity Index (CVI), while face validity was evaluated to confirm cultural relevance and readability. Internal consistency was measured using Cronbach's alpha.Results: A total of 131 patients participated from August to December 2021. Content validation by seven experts showed that the mean I-CVI of the items was above 0.79, with an S-CVI of 0.985, reflecting the validity of the items. Furthermore, face validity confirmed the readability and clarity of Indonesian version of OCAS. Reliability testing showed a Cronbach alpha of 0.871, suggesting strong internal consistency.Conclusion: Indonesian OCAS was a valid instrument for evaluating medication adherence in Indonesian cancer patients taking oral chemotherapy. Therefore, it can be used for adherence monitoring in healthcare settings.
Evaluasi Kepatuhan Pengobatan Pasien TB Paru Aktif dan TB Paru Laten Menggunakan MARS-5 dan Pill Count di Puskesmas Playen I, Karangmojo I, Karangmojo II, dan Ponjong I, Gunungkidul, Yogyakarta Salamah, Siti Hajar; Faridah, Imaniar Noor; Dania, Haafizah; Kristina, Susi Ari
Indonesian Journal of Clinical Pharmacy Vol 15, No 1 (2026)
Publisher : Universitas Padjadjaran

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15416/ijcp.2026.v15i1.65113

Abstract

Penyakit tuberkulosis (TB) merupakan penyakit infeksi yang disebabkan oleh Mycobacterium tuberculosis dan bersifat menular. Penelitian ini bertujuan mengevaluasi kepatuhan dan faktor sosiodemografi yang berhubungan dengan kepatuhan pengobatan pada pasien TB aktif dan TB laten di Puskesmas Playen I, Karangmojo I, Karangmojo II, Ponjong I di Gunungkidul Yogyakarta. Penelitian bersifat observasional analitik menggunakan desain potong lintang. Kriteria inklusi adalah penderita TB paru aktif dan TB paru laten, berusia ≥12 tahun, sedang menjalani pengobatan TB di puskesmas, dan bersedia mengikuti penelitian. Kriteria eksklusi, yaitu pasien TB ekstra paru, pasien TB resisten obat, dan tidak menjawab kuesioner dengan lengkap. Subyek penelitian berjumlah 36 responden (13 pasien TB paru aktif, 23 pasien TB laten) yang dilakukan menggunakan total sampling. Kepatuhan diukur dengan MARS-5 dan pill count, kemudian dianalisis menggunakan uji Fisher’s exact. Hasil menunjukkan tingkat kepatuhan pada TB paru aktif 53,3% dan TB laten 85,7%. Mayoritas faktor sosiodemografi tidak berhubungan signifikan dengan kepatuhan (p>0,05), kecuali jenis kelamin yang menunjukkan hubungan signifikan (p=0,008), di mana perempuan lebih patuh dibanding laki-laki. Perbedaan hasil antara MARS-5 dan pill count disebabkan oleh potensi bias self-report pada kuesioner. Penelitian ini menegaskan pentingnya pengukuran kepatuhan yang objektif serta intervensi spesifik berdasarkan jenis kelamin untuk meningkatkan keberhasilan terapi TB. 
Data-Driven Approaches to Fraud Detection in Health Insurance Claims: A Systematic Review of Medical and Pharmaceutical Services Rukayah, Sri; Kristina, Susi Ari
Medicor : Journal of Health Informatics and Health Policy Vol. 4 No. 2 (2026): April 2026
Publisher : Indonesian Scientific Publication

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61978/medicor.v4i2.1352

Abstract

Fraud in health insurance claims continues to impose significant financial and operational burdens on healthcare systems, especially as the volume and complexity of claims increase. Conventional rule-based detection mechanisms, although widely used, have limited adaptability to evolving fraud patterns and high-dimensional data environments. This limitation has driven a shift toward data-driven analytical approaches capable of identifying suspicious patterns more effectively. This systematic review synthesizes peer-reviewed, open-access studies published between 2020 and 2025 that applied rule-based, supervised, unsupervised, or hybrid methods for fraud detection in health insurance claims. A comprehensive search across major databases yielded fourteen eligible studies representing diverse systems, datasets, and methodological designs. The findings indicate a clear transition from traditional rule-based systems to machine learning approaches, particularly in addressing challenges such as label scarcity, class imbalance, and complex fraud patterns. Most studies focused on integrated medical claims, where pharmaceutical fraud was embedded rather than analyzed independently, highlighting a gap in service-specific research. Significant heterogeneity was observed in fraud definitions, preprocessing techniques, labeling strategies, and evaluation metrics, limiting cross-study comparability and emphasizing the need for greater methodological transparency. Across the literature, data-driven approaches are consistently positioned as decision-support tools rather than definitive solutions, reinforcing their role in complementing expert judgment and regulatory oversight. Overall, effective implementation requires context-aware design, reliable labeling, and rigorous real-world validation. Future research should prioritize domain-specific analyses, particularly in pharmaceutical fraud, and improve transparency to support scalable and responsible deployment.
Co-Authors Adam Hermawan Aji Wibowo, Much Ilham Novalisa Alexxander Alexxander, Alexxander Anna Wahyuni Widayanti Bai Athur Ridwan Banowati, Autsan Dwi Basuki, Adriyanto Rochmad Bitin Berek, Vianey Maria Chairun Wiedyaningsih Diana, Ina Kusuma Doko, Karmelia Intany Ediati Sasmito Edy Meiyanto Ekasari, Marlita Putri Elsa Zhenita, Albela Feangi, Yanti Fitriani Filliana, Ulfa Filliana, Ulfa - Fitri, Febiana Melisa Haafizah Dania Haris, Restu Nur Hasanah Hartanti, Wika Hati, Anita Kumala Hayati, Dima Nurrohmah Husna, Nurias Difa'ul Ika Puspitasari Ikakusumawati, Novita Dhewi Ikawati, Muthi' Imaniar Noor Faridah Indriastuti Cahyaningsih, Indriastuti Intihan, Ahmad Kristina, Susi Ari Kristina Larasati, Laksmy Anggun Lovendri, Dolorosa Septin Lukman Hakim Lutfan Lazuardi Magistasari, Dewi Makmur, Rahmat Mazidah, Zulfa Molidia, Sri Rahmat Mufti Alifia Rahmadani Mulyagustina, Mulyagustina Mursyid, Abdillah Muthi Ikawati Nanang Munif Yasin Novena Adi Yuhara Nugroho, Kana Mukti Oktasari, Sholikhah Rosvita Pakpahan, Agustina Rotua Pangarso, Ricardus Noven Wikantri Parera, Maria Meliana Waty Pawallangi, Andi Nur'ainun Reskia Permitasari, Ni Putu Ayu Linda Prastowo, Muhammad Yogie Pratama, Tiara Dewi Salindri Pratiwi, Restu Dwi Puspandari, Dyah Ayu Puspitasari, Atika Wahyu Rahmawati, Anindya Ramadhani, Anietta Indri Rastiti, Liza Rochmanov, Janne Rokhman, Rifqi Rosyidah, Kharisma Aprilita Rukayah, Sri Sahid, Muhammad Novrizal Abdi Salamah, Siti Hajar Saputri, Pratiwi Satibi Satibi Sundari, Trias Kania Supadmi, Woro Supadmi Supanji, Supanji Suriadi, Widyastuti Susan Fitria Candradewi Syarifuddin, Annisaul Karimah Tri Murti Andayani Trimurti Andayani, Trimurti Trung, Vo Quang Utami, Vitis Vini Fera Ratna Utomo, Adhitya Ilham Mukti Verdiana, Antokalina Sari Woro Supadmi Yayi Suryo Prabandari Yoga Pamungkas Susani Yuliani, Rizka Prita