Abstract:Chronic Obstructive Pulmonary Disease (COPD) is a progressive chronic respiratory disease that has become a global health concern due to its high morbidity and mortality rates and its impact on patients’ quality of life.…
e. In acute exacerbation conditions, impaired oxygenation becomes a major problem that may be influenced by various factors, including hemoglobin levels as the primary component of oxygen transport in the blood. However, the relationship between hemoglobin levels and oxygen saturation in patients with acute exacerbation COPD remains inconsistent, particularly in populations exposed to high environmental risk factors. This study aimed to determine the relationship between hemoglobin levels and oxygen saturation in patients with acute exacerbation COPD hospitalized at RSUD dr. Suhatman MARS Dumai, Kota Dumai. This research employed an analytic observational design with a cross-sectional approach involving 73 patients selected through total sampling based on medical record data. Bivariate analysis using the Spearman correlation test showed no significant relationship between hemoglobin levels and oxygen saturation (r = 0.098; p = 0.412), indicating a very weak and statistically insignificant correlation. The study concluded that hemoglobin levels do not directly influence the oxygenation status of patients with acute exacerbation COPD, where impaired oxygenation is more strongly affected by respiratory factors such as ventilation-perfusion imbalance and structural lung damage. The novelty of this study lies in its empirical evidence demonstrating the limited role of hemoglobin as a predictor of oxygenation in patients with acute exacerbation COPD within a population with specific environmental characteristics, thereby providing a basis for developing more comprehensive clinical approaches in monitoring and managing COPD patients.
Abstract:Stunting remains a crucial public health issue in Indonesia as it has multidimensional impacts on physical growth, cognitive development, productivity, and the long-term quality of human resources. This study aims to analyze…
lyze the potential application of predictive Artificial Intelligence (AI)-based Wearable Health Technology in preventing child stunting, with an emphasis on the integration of technology into the health system, socio-cultural interrelations, and ethical dimensions that need to be anticipated. The research employed a qualitative approach through a systematic literature review, analysis of national health policies, and examination of reports on the implementation of digital health technologies related to child health. The results indicate that wearable devices are effective in recording health indicators in real-time, while predictive AI algorithms enable early detection of stunting risks, allowing interventions to be carried out quickly, accurately, and in a personalized manner. However, the success of implementation is highly dependent on the support of the digital health ecosystem, including adaptive regulations, infrastructure readiness, digital literacy among communities, as well as multi-stakeholder collaboration involving the government, medical professionals, the technology industry, and families. This study affirms that the integration of Wearable Health Technology and predictive AI is not merely an additional tool in medical services, but rather a representation of a health system transformation towards a more preventive, predictive, precise, and participatory paradigm. Thus, the utilization of evidence-based digital innovations has the potential to strengthen the effectiveness of stunting prevention programs in Indonesia while accelerating the achievement of national health development targets within the context of technological disruption and global dynamics.
Abstract:Abstract: Babun Rizki Pratama Clinic is a business that operates in the health services sector. Pratama Babun Rizki Clinic is located in Haessa Air Genting Village Dusun IV, Air Batu District, Asahan Regency. The public…
always asks for quality medical services, but often these requests do not meet expectations, because the services provided to patients at Babunn Rizki Pratama Clinic are said to be less effective. The lack of staff at the Pratama Babun Rizki Clinic results in a long patient examination process, so that many patients receive less effective services and are at high risk of experiencing medical errors. These various problems can be overcome by using technology that carries the concept of service to patients using the Service Quality (SERVQUAL) method. The method used in this research is qualitative, where this research is carried out by distributing questionnaires to find out how respondents respond to the services provided. The results of service calculations using the Servqual method at Babun Rizki Pratama Clinic showed that 80% of respondents felt "Not Satisfied" and 20% felt "Very Satisfied". Of the total assessment, there were 20 data indicating "Not Satisfied" and 5 data indicating "Very Satisfied". From the results of this percentage, it can be seen that only 5 data stated "Very Satisfied".
Keywords: service quality (servqual); babun rizki pratama clinic; decision support system; ph; mysql
Abstrak: Klinik Pratama Babun Rizki merupakan salah satu usaha yang bergerak dalam bidang jasa kesehatan. Klinik Pratama Babun Rizki beralamat di desa Haessa Air Genting Dusun IV Kecamatan Air Batu Kabupaten Asahan. Masyarakat selalu meminta pelayanan medis yang berkualitas, namun seringkali permintaan tersebut tidak sesuai harapan, karena pelayanan yang diberikan kepada pasien di Klinik Pratama Babunn Rizki dikatakan kurang efektif. Kurangnya pegawai yang ada di Klinik Pratama Babun Rizki mengakibatkan lamanya proses pemeriksaan kepada pasien, sehingga banyak pasien yang mendapatkan layanan kurang efektif dan beresiko tinggi mengalami kesalahan medis. Berbagai permasalahan tersebut dapat diatasi dengan menggunakan teknologi yang mengusung konsep pelayanan kepada pasien dengan menggunakan metode Service Quality (SERVQUAL). Metode yang digunakan dalam penelitian ini adalah kulitatif, dimana penelitian ini dilakukan dengan cara menyebarkan kuisioner untuk mengetahui bagaimana tanggapan responden terhadap pelayanan yang diberikan. Hasil perhitungan pelayanan menggunakan metode Servqual di Klinik Pratama Babun Rizki menunjukkan bahwa 80% responden merasa "Tidak Puas" dan 20% merasa "Sangat Puas". Dari total penilaian, terdapat 20 data yang menunjukkan "Tidak Puas" dan 5 data yang menyatakan "Sangat Puas". Dari hasil persentasi tersebut dapat dilihat hanya 5 data yang menyatakan “Sangat Puasâ€.
Kata kunci: service quality (servqual); klinik pratama babun rizki; sistem pendukung keputusan; php; mysql
Abstract:Prediksi persediaan obat di Apotik Rumah Sakit Pekanbaru Medical Center dilakukan dengan cara memperkirakan berdasarkan stok. Apabila terjadinya kekurangan persediaan saat adanya permintaan maka itu akan menjadi kendala,…
sehingga mempengaruhi penjualan obat. Untuk itu dibutuhkan perhitungan persediaan obat dengan menerapkan data mining. Metode yang digunakan adalah decision tree, dengan data set yang diolah menjadi informasi yang terstruktur dengan pola terbaik. Dalam melakukan prediksi persediaan di apotik RS.PMC menggunakan algoritma c45 didapatkan hasil nilai gain ratio tertinggi iyalah atribut stok awal dengan nilai 0,229865388 dan akurasi delapan puluh dua koma tiga puluh emapat persen (82,34%). Berdasarkan penggunan algoritma c4.5 pada penelitian ini dapat disimpulkan sangat efektif.
Abstract:Abstract: Puskesmas as a public health technical service unit (UPT) facilitated by the government. Medical record data at the Sidodadi Health Center is processed manually and has a weakness, which requires a long time to…
find medical record data, because the data is still in the form of print media. The purpose of this study can be to build and design applications that can find out the process of managing patient medical records, to design a medical record information system equipped with facilities to facilitate admins in inputting patient data. This research method is carried out with a qualitative descriptive method approach while the method in system development uses a waterfall model. Based on the results of the following study, the application of this medical record system to conduct examinations on patients based on websites so that it is easier and more accurate. It can be concluded that the medical record system applied based on the Website can manage medical record data faster because the management process is no longer handwritten which results in very long queues so many patients have to wait for medical record examinations
Keywords : e-application; puskesmas; information system.
Abstrak: Puskesmas menjadi layanan kesehatan masyarakat yang difasilitasi oleh pemerintah. permasalahan yang terjadi pada Puskesmas Sidodadi dalam pengolahan ata rekam medis yang dilakukan dengan cara manual, karena data masih berbentuk media cetak. Tujuan penelitian ini dapat membangun dan merancang aplikasi yang dapat mengetahui proses pengelolaan rekam medis pasien, untuk merancang sistem informasi rekam medis yang dilengkapi dengan fasilitas untuk memudahkan admin dalam menginputkan data-data pasien. Metode penelitian ini dilakukan dengan pendekatan metode deskriptif kualitatif sedangkan metode dalam pengembangan sistem menggunakan model waterfall. Berdasarkan hasil penelitian berikut penerapan system rekam medis ini untuk melakukan pemeriksaan pada pasien berbasis website sehingga lebih mudah dan akurat. Dapat disimpulkan system rekam medis yang diterapkan berbasis Website dapat mengelola data rekam medis lebih cepat karena pada proses pengelolaannya tidak lagi ditulis tangan yang mengakibatkan antrian sangat panjang sehingga banyak pasien harus menunggu dalam pemeriksaan rekam medis.
Kata kunci : e-aplikasi; puskesmas; sistem informasi.
Abstract:Abstract: The Air Joman Health Center is a community health center that provides services in the form of medical services to the Air Joman community and its surroundings. Based on the observations made by the author, the…
use of syringes at the Air Joman Health Center fluctuates every month consisting of 1 ml syringes, 2.5 ml syringes, 3 ml syringes, 5 ml syringes and 10 ml syringes. After use, the syringe should not be reused and must be discarded. However, sometimes there are obstacles in serving patients, this is due to the limitations of syringes. The number of needles data can only be estimated from the number of available medical devices (stock), because the need for each month is different. This resulted in not all the needs of medical devices were met and there was often additional stock. To overcome problems regarding the processing of medical device stock data, assistance with forecasting is needed, which is the process of estimating future demand. The forecasting system is designed using the PHP programming language and MySQL database. Forecasting the supply of syringes at the Air Joman Health Center speeds up the cashier's work process to make reports because the forecasting system automatically produces forecasting results when the calculate button is clicked and prints the report. Keywords: Single Moving Average Method; Syringe Supplies; Joman Water Health Center.
Abstrak: Puskesmas Air Joman merupakan pusat kesehatan masyarakat yang memberikan pelayanan dalam bentuk jasa pengobatan kepada masyarakat Air Joman dan sekitarnya. Berdasarkan observasi yang dilakukan penulis, adapun penggunaan jarum suntik di Puskesmas Air Joman setiap bulan berfluktuasi yang terdiri atas jarum suntik 1 ml, jarum suntik 2,5 ml, jarum suntik 3 ml, jarum suntik 5 ml dan jarum suntik 10 ml. Setelah pemakaian, jarum suntik tidak boleh dipakai kembali dan harus dibuang. Namun, terkadang terjadi kendala dalam melayani pasien, hal ini disebabkan karena keterbatasan jarum suntik. Banyaknya data jarum suntik hanya bisa diperkirakan dari banyak atau sedikitnya alat kesehatan yang ada (stok), dikarenakan kebutuhan setiap bulan berbeda-beda. Hal ini mengakibatkan tidak semua kebutuhan alat kesehatan terpenuhi dan sering terjadi stok tambahan. Untuk mengatasi permasalahan mengenai pengolahan data stok alat kesehatan, maka dibutuhkan bantuan dengan peramalan (forecasting) yang merupakan proses pengestimasian permintaan di masa mendatang. Sistem peramalan tersebut dirancang menggunakan bahasa pemrograman PHP dan database MySQL. Peramalan persediaan jarum suntik pada Puskesmas Air Joman mempercepat proses kerja Kasir untuk melakukan pembuatan laporan karena sistem peramalan secara otomatis menghasilkan hasil peramalan ketika diklik tombol hitung dan cetak laporan.
Kata Kunci: Metode Single Moving Average; Persediaan Jarum Suntik; Puskesmas Air Joman.
Abstract:Abstract : Dental and oral health is an important part of your overall health and well-being. Maintaining healthy teeth and gums is a lifelong commitment. The earlier you learn proper oral hygiene habits such as brushing,…
, flossing, and limiting sugar intake, the easier it is to avoid expensive dental procedures and long-term health problems. One of the Community Health Centers located in Sijabut Village has problems in serving people who experience oral and dental diseases due to the lack of medical personnel, especially dental and oral specialists to provide accurate diagnoses regarding the types of oral and dental diseases suffered. Another reason is that the doctors who work at Zihad Insani Clinic are mostly general practitioners who may not understand about oral and dental diseases so that the services received by the community are not satisfactory. Therefore, in supporting the success of services at the Zihad Insani Clinic, a system is needed that can assist in providing effective services to provide effective diagnoses based on the understanding and knowledge of specialist doctors or dental and oral experts designed in an Expert System.
Keywords: Expert System; Oral Disease; Certainty Factor
Abstrak : Kesehatan gigi dan mulut adalah bagian penting dari kesehatan dan kesejahteraan Anda secara keseluruhan. Menjaga kesehatan gigi dan gusi adalah komitmen seumur hidup. Semakin dini Anda mempelajari kebiasaan kebersihan mulut yang tepat seperti menyikat gigi, flossing, dan membatasi asupan gula , semakin mudah untuk menghindari prosedur gigi yang mahal dan masalah kesehatan jangka panjang. Salah satu Pusat Kesehatan Masyarakat yang berada di Desa Sijabut memiliki kendala dalam melayani masyarakat yang mengalami penyakit mulut dan gigi disebabkan kurangnya tenaga medis khususnya dokter Spesialis Gigi dan mulut untuk memberikan diagnosa yang akurat mengenai jenis penyakit mulut dan gigi yang diderita. Penyebab lainnya karena dokter yang bertugas di Klinik Zihad Insani tersebut sebagian besar dokter umum yang mungkin kurang memahami mengenai penyakit mulut dan gigi sehingga pelayanan yang diperoleh oleh masyarakt kurang memuaskan. Oleh sebab itu dalam menunjang keberhasilan pelayanan pada Klinik Zihad Insani diperlukan sebuah sistem yang dapat membantu dalam memberikan pelayanan yang efektif untuk memberikan diagnosa yang efektif berdasarkan pemahaman dan keilmuan dari dokter spesialis ataupun pakar gigi dan mulut yang dirancang dalam suatu Expert System.
Kata Kunci : Expert System; Penyakit Mulut; Certainty Factor
Abstract:Abstract: Nowadays, medical mask is difficult to find in several pharmacies in Palembang. This situation could be a promising business opportunity during the Covid-19 epidemic. The target partners in this activity are residents…
sidents of Gang Sei Saling, Siring Agung Sub-district, Ilir Barat 1 District, Palembang. This PkM activity aims to provide cloth mask sewing skills to take advantage of business opportunities during the Covid-19 pandemic. The method used in this activity is the training method. The sewing training activities consist of two types of activities, namely the presentation of sewing theory and practical training on sewing cloth masks. The presentation is going to explain about sewing theory, sewing concepts, tools and equipment needed in sewing, types and selection of fabrics. Meanwhile, training for sewing cloth masks, undoing the practice of operating a sewing machine, making cloth mask patterns, cutting patterns, sewing cloth masks, and finishing. In this PkM activity, participants not only provided skills in sewing cloth masks, but also at the finishing step such as folding and packaging.
Keywords: cloth masks; sewing; training
Abstrak: Dengan adanya kelangkaan masker medis yang mulai sulit ditemukan di apotek Palembang, hal ini menjadi peluang bisnis di masa pendemi Covid – 19. Target mitra dalam kegiatan ini adalah Warga Gang Sei Saling, kelurahan Siring Agung, kecamatan Ilir Barat 1, Palembang. Kegiatan PkM ini bertujuan memberikan keterampilan menjahit masker kain untuk memanfaatkan peluang bisnis pada saat pandemi Covid – 19. Metode yang digunakan dalam kegiatan ini adalah metode pelatihan. Kegiatan pelaksanaan pelatihan menjahit ini terdiri dari dua jenis kegiatan yaitu pemaparan teori menjahit dan pelatihan praktek menjahit masker kain. Pemaparan teori menjahit terdiri konsep menjahit, peralatan dan perlengkapan yang dibutuhkan dalam menjahit, dan jenis dan pemilihan kain. Sedangkan kegiatan pelatihan praktek menjahit masker kain terdiri dari praktek mengoperasikan mesin jahit,membuat pola masker kain, menggunting pola, menjahit masker kain, dan finishing. Dalam kegiatan PkM ini, peserta tidak hanya diberikan keterampilan menjahit masker kain, tetapi juga hingga tahap finishing seperti melipat dan mengemas masker kain.
Kata kunci: masker kain; menjahit; pelatihan
Abstract:Abstract : Efforts to improve the quality of health services at the Porsea health center make a medical records system to facilitate the administration and storage of data properly, Porsea health centers still use medical…
al records or forms manually. To make it easy for patients to have a continuous medical history quickly discovered. One of the preparations is to find the right application to be used as a manual medical record system that is digitalized. A simple and easy-to-use medical record system that makes it easy for puskesmas to do patient medical records is the Android Medical Records App Application system, with this application what is expected by the puskesmas can increase the knowledge of Porsea puskesmas employees to use the medical record application, and increase the use of the computerized system, and it is also easy for people who seek treatment to be able to save their medical record data and can be seen traces of their existing medical history.
Keywords: android; medical records
Abstrak: Upaya meningkatakan mutu pelayanan kesehatan puskemas porsea membuat sistem catatan medis untuk mempermudah administrasi dan penyimpanan data dengan baik, puskesmas porsea masih menggunakan catatan medis atau formulir secara manual. Untuk mempermudah agar riwayat kesehatan pasien berkesinambungan dengan cepat ditemukan. Salah satu persiapan yang dilakukan adalah mencari aplikasi yang tepat untuk digunakan menjadi sistem rekam medis yang manual menjadi digitalisasi. Sistem rekam medis yang simpel dan mudah digunakan dalam memudahkan pihak puskesmas untuk melakukan pencatatan medis pasien adalah sistem Aplikasi Android Medical Records App, dengan adanya aplikasi ini maka apa yang diharapkan pihak puskesmas dapat Meningkatkan pengetahuan pegawai puskesmas porsea untuk menggunakan aplikasi rekam medis, dan meningkatkan penggunaan sistem terkomputerisasi, dan juga mempermudah masyarakat yang berobat untuk bisa di simpan data catatan medisnya dan dapat dilihat jejak riwayat kesehatannya yang sudah ada.
Kata Kunci: android; rekam medis
Abstract:Abstract: Mental health issues, particularly depression among young adult university students, are often detected late due to stigma and reluctance to seek medical consultation. The objective of this study is to develop…
an early screening model employing machine learning techniques, specifically the random forest algorithm, on a dataset of 268 students (aged 17-29 years; consisting of 98 males and 170 females) within a multicultural educational setting. The principal challenges associated with this dataset are class imbalance and the potential for data leakage from clinical scores. This study implements a rigorous feature selection approach that involves the elimination of depression score features and the utilization of the Synthetic Minority Over-sampling Technique (SMOTE) to balance the training data distribution. Furthermore, a Threshold Tuning strategy is employed to prioritize detection sensitivity (Recall). The findings indicate that reducing the decision threshold to an optimal value of 0.25 led to a substantial enhancement in the recall value, increasing it from 36% (baseline) to 77%. A feature importance analysis was conducted, the results of which indicated that Total Social Connectedness (ToSC) is the most dominant predictor. In summary, the present study corroborates the notion that optimizing sensitivity through threshold tuning is of paramount importance for medical screening. Furthermore, social isolation factors emerge as more significant indicators of depression risk than demographic attributes.
Keywords: data mining; depression; imbalanced data; random forest; smote; threshold tuning
Abstrak: Masalah kesehatan mental, khususnya depresi di kalangan mahasiswa dewasa muda, sering terdeteksi terlambat akibat stigma dan enggan mencari konsultasi medis. Tujuan studi ini adalah mengembangkan model skrining dini menggunakan teknik machine learning, khususnya algoritma random forest, pada dataset 268 mahasiswa (usia 17-29 tahun; terdiri dari 98 laki-laki dan 170 perempuan) dalam lingkungan pendidikan multikultural. Tantangan utama yang terkait dengan dataset ini adalah ketidakseimbangan kelas dan potensi kebocoran data dari skor klinis. Studi ini menerapkan pendekatan seleksi fitur yang ketat, yang melibatkan eliminasi fitur skor depresi dan penggunaan Teknik Over-sampling Minoritas Sintetis (SMOTE) untuk menyeimbangkan distribusi data pelatihan. Selain itu, strategi Penyesuaian Ambang Batas diterapkan untuk memprioritaskan sensitivitas deteksi (Recall). Hasil penelitian menunjukkan bahwa mengurangi ambang batas keputusan ke nilai optimal 0,25 menyebabkan peningkatan signifikan dalam nilai recall, dari 36% (dasar) menjadi 77%. Analisis pentingnya fitur dilakukan, hasilnya menunjukkan bahwa Total Social Connectedness (ToSC) adalah prediktor yang paling dominan. Secara ringkas, studi ini membenarkan bahwa mengoptimalkan sensitivitas melalui penyesuaian ambang batas sangat penting untuk skrining medis. Selain itu, faktor isolasi sosial muncul sebagai indikator risiko depresi yang lebih signifikan daripada atribut demografis.
Kata kunci: penambangan data; depresi; data tidak seimbang; hutan acak; smote; penyesuaian ambang batas