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All Journal Jurnal Akuntansi AKUNESA Journal of Education and Learning (EduLearn) BISNIS: Jurnal Bisnis dan Manajemen Islam AGRITEPA: Jurnal Ilmu dan Teknologi Pertanian JURNAL PENGABDIAN KEPADA MASYARAKAT Global Review of Islamic Economics and Business AKRUAL: Jurnal Akuntansi Jurnal Riset Keuangan dan Akuntansi (JRKA) JURNAL DIVERSITA Jurnal Eksplora Informatika Syifa' MEDIKA: Jurnal Kedokteran dan Kesehatan SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Martabe : Jurnal Pengabdian Kepada Masyarakat Fair Value: Jurnal Ilmiah Akuntansi dan Keuangan Inovator : Jurnal Manajemen Digital Zone: Jurnal Teknologi Informasi dan Komunikasi JURNAL VISIONIDA Gorontalo Accounting Journal JURNAL NUSANTARA APLIKASI MANAJEMEN BISNIS Jurnal Ilmu Manajemen (JIMMU) Jesya (Jurnal Ekonomi dan Ekonomi Syariah) JAE (Jurnal Akuntansi dan Ekonomi) Jurnal Abdimas Mahakam Jurnal Sistem Informasi, Manajemen, dan Akuntansi (SIMAK) Jurnal Ilmiah Akuntansi Manajemen JENIUS (Jurnal Ilmiah Manajemen Sumber Daya Manusia) Community Engagement and Emergence Journal (CEEJ) Management Studies and Entrepreneurship Journal (MSEJ) Jurnal ABDINUS : Jurnal Pengabdian Nusantara Enrichment : Journal of Management Ihsan: Jurnal Pengabdian Masyarakat Jurnal FASILKOM (teknologi inFormASi dan ILmu KOMputer) International Journal of Business, Management and Economics Jurnal Nasional Manajemen Pemasaran dan SDM International Journal of Marketing and Human Resource Research Unram Journal of Community Service (UJCS) Jurnal Bisnis Mahasiswa AKM: Aksi Kepada Masyarakat Proceeding International Seminar of Islamic Studies Jurnal Ilmu Akuntansi dan Bisnis Syariah (AKSY) Abimanyu: Journal of Community Engagement Golden Ratio of Human Resource Management Jurnal Sistem Informasi Triguna Dharma (JURSI TGD) Jurnal Indonesia Raya Jurnal Hilirisasi Technology kepada Masyarakat (SITECHMAS) J-COSCIS : Journal of Computer Science Community Service Journal of Social Studies, Arts and Humanities (JSSAH) Prosiding Seminar Nasional Universitas Serambi Mekkah Technologica Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi) Golden Ratio of Data in Summary TELL - US JOURNAL Jurnal Ilmiah Manajemen Ekonomi Dan Akuntansi (JIMEA) Majapahit Journal of Islamic Finance dan Management Majapahit Journal of Islamic Finance dan Management Jurnal Komplikasi Anestesi The Indonesian Journal of Computer Science Jurnal Pendidikan Progresif
Susi Handayani
Jurusan Teknik Kimia, Fakultas Teknik, Universitas Diponegoro Jln. Prof. Soedarto, Tembalang, Semarang, 50239, Telp/Fax: (024)7460058
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Other

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Evaluating Contextual Embedding Models for Multi-Label PICO Classification in Heart Disease: Addressing the Intervention - Comparison Bottleneck Taslim, Taslim; Handayani, Susi; Walhidayat, Walhidayat; Toresa, Dafwen
Digital Zone: Jurnal Teknologi Informasi dan Komunikasi Vol. 16 No. 2 (2025): Digital Zone: Jurnal Teknologi Informasi dan Komunikasi
Publisher : Publisher: Fakultas Ilmu Komputer, Institution: Universitas Lancang Kuning

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31849/digitalzone.v16i2.28375

Abstract

Accurate extraction of Population, Intervention, Comparison, and Outcome (PICO) elements from clinical texts is essential for supporting evidence-based medicine, particularly in cardiology where clinical data complexity presents significant challenges. This study investigates the comparative effectiveness of three contextual embedding models—BioBERT, PubMedBERT, and SciBERT—integrated with a Bidirectional Long Short-Term Memory (BiLSTM) architecture for multi-label PICO element classification on heart disease datasets. The experimental framework involved pre-processing clinical sentences, transforming them into contextual embeddings, and classifying PICO elements using BiLSTM-based sequence modeling. Evaluation was conducted using five key metrics: accuracy, precision, recall, F1-score, and hamming loss, supplemented by confusion matrix analysis for each PICO element. Results demonstrate that the BioBERT-BiLSTM model achieved superior performance, with an accuracy of 73.89%, F1-score of 78.54%, precision of 81.60%, and recall of 76.64%. PubMedBERT-BiLSTM exhibited the highest precision (84.12%) but lower recall, while SciBERT-BiLSTM produced slightly inferior results overall. These findings confirm the importance of using domain-specific embeddings, particularly models pre-trained on biomedical corpora, to improve classification accuracy in specialized clinical text tasks. This study concludes that the BioBERT-BiLSTM combination offers a reliable approach for automated PICO element extraction in the cardiology domain, contributing to the development of more accurate and efficient clinical decision-support systems
Literasi Keuangan dan Tetap Bertahan Secara Ekonomi Selama Pandemi pada Masyarakat Terdampak Mariana, Mariana; Handayani, Susi; Hariyati, Hariyati; Wuryani, Eni; Putikadea, Insyirah
Abimanyu : Jornal of Community Engagement Vol 3 No 1 (2022): February 2022
Publisher : Universitas Negeri Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26740/abi.v3n1.p19-28

Abstract

Pada masa pandemi, beberapa aktivitas dihimbau untuk dilakukan dari rumah seperti bekerja dan sekolah. Masyarakat memiliki kebiasaan pada pagi hari untuk membeli makanan sebagai bekal ke sekolah atau ke tempat bekerja, namun ketika pandemi terjadi aktivitas tersebut mengalami penurunan. Hal ini berdampak pada usaha home industry makanan seperti nasi bungkus, warung aneka makanan, lauk dan kue. Sementara kebutuhan hidup sehari-hari harus tetap dipenuhi. Di samping itu, kondisi ekonomi yang kurang bagus terkadang memaksa seseorang untuk melakukan pinjaman. Hutang yang tidak sesuai kemampuan akan semakin mengganggu kondisi ekonomi. Hal ini yang melatarbelakangi perlu diedukasi masyarakat agar tidak terjebak dengan pinjaman online illegal. Beberapa pekerjaan informal seperti pedagang kue di beberapa ruas jalan juga ditutup karena berkurangnya pembeli. Sehingga pemilik usaha rumahan yang selama ini memproduksi dan menyuplai nasi bungkus, sayur, lauk, dan kue harus dapat berinovasi dalam menjual produknya agar tetap bisa survive. Pengetahuan literasi keuangan guna memberikan bekal untuk mencari kesempatan bisnis di masa pandemi diharapkan dapat membantu ekonomi keluarga. Hasil dari pelaksanaan PKM ini diharapkan bisa menambah pengetahuan tentang literasi keuangan serta membantu kesejahteraan masyarakat yang terdampak Covid-19.
The Impact of Technostress, Self-Efficacy, and Work-Life Balance on Employee Performance at LLDIKTI Region II Diana, Putri Uki; Hildayanti, Siti Komariah; Handayani, Susi
Jurnal Ilmiah Sumber Daya Manusia Vol 8 No 3 (2025): JENIUS (Jurnal Ilmiah Sumber Daya Manusia)
Publisher : Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32493/JJSDM.v8i3.48475

Abstract

This study aims to analyze the influence of technostress, self-efficacy, and work-life balance on employee performance at LLDIKTI Region II. A quantitative approach was used with a saturated sampling technique. Data were collected through questionnaires completed by 60 respondents and analyzed using multiple linear regression with IBM SPSS version 27. The results show that technostress, self-efficacy, and work-life balance all have a positive and significant effect on employee performance, both partially and simultaneously. Among these, work-life balance has the greatest influence, followed by self-efficacy and technostress. The coefficient of determination (R²) of 53.1% indicates that these three variables explain more than half of the variation in employee performance. These findings imply that in facing digital transformation, LLDIKTI Region II needs to pay special attention to the factors affecting employee performance, particularly in managing technostress and enhancing self-efficacy. Practical recommendations for LLDIKTI Region II include providing regular technology training, implementing mentorship programs for senior employees, and offering self-efficacy enhancement programs through coaching and mentoring. Additionally, adopting flexible work policies is crucial to support employees’ work-life balance, ensuring optimal productivity in a dynamic digital work environment.
MANAJEMEN MODAL KERJA TINJAUAN EKONOMI ISLAM Lestari, Linda; Ahmad, Luthfi Abdul Aziz; Aziz, Malik Abdul; Suryaman, A; Handayani, Susi
Jurnal Ilmu Akuntansi dan Bisnis Syariah (AKSY) Vol. 4 No. 2 (2022): AKSY: Jurnal Ilmu Akuntansi dan Bisnis Syariah
Publisher : UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/aksy.v4i2.23392

Abstract

Every company activity will be tied to the problem of capital needs, so working capital management is an important part of efforts to optimize business operations. The study of this article covers elements of working capital, working capital management, and working capital management review of the Islamic economy. The writing method used is a qualitative approach to literature studies. Working capital management is an activity that includes the entire management role of current assets and current debt in an enterprise. The company's operational needs will be met with an adequate amount of working capital. The circulation period of working capital is from cash expenditures to short-term cash re-receipts. Working capital in the sharia sense is a valuable asset that is managed according to sharia rules with the aim of increasing productivity or business development on the basis of benefit. The concept of using working capital according to sharia that the assets used as capital must always rotate so as to create benefits for business actors. Meanwhile, the concept of sharia review working capital turnover is an effort to increase the amount of capital in accordance with sharia regulations through production or investment according to the expected objectives.  
The Influence of the Work Environment on Employee Performance at PT. Perdana Jaya Eternal Success Palembang Pertiwi, Krisma Gita; Handayani, Susi; Veronica, Meilin
International Journal of Marketing & Human Resource Research Vol. 5 No. 1 (2024)
Publisher : Training & Research Institute - Jeramba Ilmu Sukses

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47747/ijmhrr.v5i1.1640

Abstract

This study aims to determine the effect of the work environment on employee performance at PT. Perdana Jaya Eternal Success Palembang. The number of samples in this study were 60 employees. The data collection technique in this study was using a questionnaire. The method of analysis in this study was simple linear regression analysis. Based on the Coefficient of Determination Test, the value of the coefficient of determination is 0.591. This means that the ability of the work environment (X) to employee performance (Y) is 59.1%. The results show that the work environment affects the performance of employees at PT. Perdana Jaya Eternal Success Palembang. The results of this study are expected to be used as a company evaluation to improve employee performance through the work environment.
Pengaruh Return On Investment, Economic Value Added Dan Market Value Added Terhadap Return Saham Wahab, Dinda Illene; Handayani, Susi
Gorontalo Accounting Journal Volume 6 Nomor 2 October 2023
Publisher : Universitas Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32662/gaj.v6i2.3010

Abstract

This study, which has a research period of 2019–2021, aims to determine the effect of Return on Investment (ROI), Economic Value Added (EVA) and Market Value Added (MVA) on stock returns in health sector companies and the telecommunications subsector listed on the Indonesia Stock Exchange. This study used a purposive sampling technique, which produced 99 data. Data analysis was carried out quantitatively and the hypothesis was tested by means of multiple regression analysis using SPSS version 26. The results of the analysis showed that simultaneously the variables ROI, EVA and MVA had an influence on stock returns. Meanwhile, partially, the results show that Return on Investment has a positive effect on stock returns, while Economic Value Added and Market Value Added have no effect on stock returns.
PENGARUH KETERLIBATAN KERJA DAN KECERDASAN EMOSIONAL TERHADAP KINERJA MELALUI KEPUASAN KERJA PEGAWAI PADA PT PLN (PERSERO) UNIT INDUK PEMANGUNAN SUMBAGUT Jeffry, Jeffry; Handayani, Susi
Jurnal Ilmiah Manajemen, Ekonomi, & Akuntansi (MEA) Vol 8 No 1 (2024): Edisi Januari - April 2024
Publisher : LPPM STIE Muhammadiah Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31955/mea.v8i1.3863

Abstract

Fokus utama penelitian ini adalah untuk mengetahui korelasi antara kepuasan kerja, kecerdasan emosional, dan keterlibatan kerja, serta bagaimana faktor-faktor tersebut secara kolektif berdampak terhadap kinerja karyawan di Unit Pengembangan Utama PT PLN (Persero) Sumbagut. Penelitian ini menggunakan metodologi kuantitatif dengan melakukan survEQ skala Likert kepada karyawa. Data yang terkumpul kemudian dianalisis menggunakan teknik PLS-SEM di SmartPLS. Prosedur ini meliputi pelaksanaan pengujian hipotesis, analisis inner dan outer model. Berdasarkan temuan penelitian ini, terlihat adanya hubungan yang signifikan antara keterlibatan kerja, kecerdasan emosional, kepuasan kerja, dan kinerja karyawan. Selain itu, penelitian ini menekankan pengaruh tidak langsung keterlibatan kerja dan kecerdasan emosional terhadap kinerja karyawan yang dimediasi oleh kepuasan kerja. Analisis ini menekankan pentingnya keterlibatan kerja, kecerdasan emosional, kepuasan kerja di lingkungan Unit Pengembangan Utama PT PLN (Persero) Sumbagut.
Kinerja Komparatif Optimasi Algoritma Naive Bayes dalam Klasifikasi Teks untuk Uji Klinis Kanker Taslim, Taslim; Handayani, Susi; Fajrizal, Fajrizal
Eksplora Informatika Vol 13 No 1 (2023): Jurnal Eksplora Informatika
Publisher : Institut Teknologi dan Bisnis STIKOM Bali

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30864/eksplora.v13i1.994

Abstract

Teknik klasifikasi teks dalam pemrosesan bahasa alami memegang peranan penting dalam mengelompokkan data digital ke dalam kategori yang telah ditentukan sebelumnya. Khususnya dalam bidang medis, klasifikasi teks klinis sangat penting untuk memahami dokumen medis, terutama teks klinis tentang kanker. Penelitian ini bertujuan untuk membandingkan kinerja tiga varian algoritma Naive Bayes yaitu Multinomial, Bernoulli, dan Gaussian, pada data uji klinis kanker. Untuk mengoptimalkan kinerja algoritma, kami menggunakan pendekatan GridSearch dan cross-validation dengan k-fold (k=10). Pilihan algoritma memiliki pengaruh signifikan terhadap akurasi, presisi, recall, dan metrik kinerja lainnya. Melalui perbandingan varian Naive Bayes, kami dapat mengidentifikasi algoritma terbaik untuk dataset dan tugas klasifikasi teks klinis kanker. Hasil analisis menunjukkan bahwa Bernoulli Naive Bayes mencapai akurasi 0,79, presisi 0,88, dan recall 0,68. Sementara itu, Gaussian Naive Bayes mencapai akurasi 0,76, presisi 0,83, dan recall 0,65. Algoritma Multinomial Naive Bayes berhasil mencapai akurasi 0,80, presisi 0,84, dan recall 0,75. Penelitian ini memberikan panduan dalam memilih algoritma yang sesuai dengan tujuan dan prioritas klasifikasi. Hal ini dapat dikembangkan lebih lanjut dalam bahasa alami medis dan proses pengambilan keputusan medis. Melalui pengetahuan yang diperoleh dari penelitian ini, analisis teks medis dalam konteks klinis dapat dioptimalkan dengan lebih efektif.
PELATIHAN PEMROGRAMAN PYTHON DENGAN GOOGLE COLAB BAGI SISWA SMK INOVASI RIAU Fajrizal; Handayani, Susi; Taslim
J-COSCIS : Journal of Computer Science Community Service Vol. 4 No. 2 (2024): J-COSCIS : Journal of Computer Science Community Service
Publisher : Fakultas Ilmu Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31849/jcoscis.v4i2.19106

Abstract

Pelatihan pemrograman Python untuk siswa SMK Inovasi Riau bertujuan untuk memberikan keterampilan dasar dalam pengembangan perangkat lunak menggunakan bahasa pemrograman Python dan menyiapkan siswa untuk karir di bidang teknologi informasi. Materi yang diajarkan dalam pelatihan ini meliputi pengenalan dasar tentang bahasa pemrograman Python, konsep dasar pemrograman seperti variabel, tipe data, penggunaan modul dan pustaka standar dalam Python. Selain materi tersebut, pelatihan pemrograman Python juga akan mencakup latihan dan proyek praktis untuk membantu siswa memahami dan menguasai konsep-konsep yang diajarkan. Tujuan utama pelatihan ini adalah agar siswa dapat memahami dasar-dasar pemrograman Python sehingga mereka dapat membuat program sederhana dan mengembangkan keterampilan yang lebih tinggi dalam pengembangan perangkat lunak. Materi yang disajikan juga mencakup pemanfaatan Google Colab sebagai platform pengembangan yang efisien dan ramah pengguna, terutama bagi pemula dalam dunia pemrograman. Diharapkan pelatihan ini dapat membantu siswa mempersiapkan diri untuk menghadapi persaingan di dunia kerja di bidang teknologi informasi.
Workplace Spirituality and Organization Citizenship Behavior (OCB): Employee Engagement Mediation Bismala, Lila; Hafsah, Hafsah; Handayani, Susi; Indari, Ayu
Jurnal Pendidikan Progresif Vol 14, No 1 (2024): Jurnal Pendidikan Progresif
Publisher : FKIP Universitas Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Abstract: Workplace Spirituality and Organization Citizenship Behavior (OCB): Employee Engagement Mediation. Objective:  The study aimed to analyze the role of employee engagement as a mediating variable in the relationship that occurs between workplace spirituality and organizational citizenship behavior (OCB). Methods: This research is explanatory, using structural equation modeling as a data analysis technique. Data were collected from teachers of state elementary schools in Langkat District, Deli Serdang District, and Medan City, where the total population was 19,096. By using the Slovin method, a sample was determined to be 391 people, from which the researchers selected teachers with the status of civil servant and government employees with employment agreements. Data collection was carried out by distributing questionnaires to research respondents, where the number of questionnaires declared valid was 247. Findings: The results showed that workplace spirituality and employee engagement have a positive effect on OCB; workplace spirituality has a positive effect on employee engagement; and employee engagement acts as a mediating variable in the relationship between workplace spirituality and OCB. Conclusion: Teachers, as an important element in the world of education, are required to always be engaged and show OCB, both towards students, colleagues and the school where they work. With this, teachers will enjoy their work and feel that their work is like educating their own children. Keywords: Workplace spirituality, organizational citizenship behavior, employee engagement.DOI: http://dx.doi.org/10.23960/jpp.v14.i1.202420
Co-Authors A.A. Ketut Agung Cahyawan W Adelia, Christina Affandi, Egi Afriyani, Fauziah Agustin, Nency Agustina, Siska Ahmad, Luthfi Abdul Aziz Alhakim, Jimmy Ali, Mazurina Mohd Amanda, Cahya Gita Aminuyati Ananda, Rekizal Andreani Kinata Arini, Indah Aziz, Malik Abdul Budi Setiawan Cahyanuzul, Pramaesty Adinda Ciptany, Irma Dewi Ganis CITRA DEWANTI, HANA Dewi Andriany Diana, Putri Uki Djayanti Sari DP, Muhammad Kurniawan Dwiningrum, Nurfianita Edi Susilo Efendi, Ricky Ardianto Emilda Emilda, E. Emilda, Emilda Endah Dewi Purnamasari Eni Wuryani Erilio, Marcello Fadillah Sari, Fadillah Fajrizal Fajrizal Fajrizal, Fajrizal Firmansyah, Nunung Agus Fitriani, Nyayu FRANSISCA DWI, ASTRIED Ganesha, Galland Gustina Siregar Hafsah Hafsah Halin, Hamid Hariyati Hariyati Hery Widijanto Hidayahtullah, Hafiz Indah, Yuni Indari, Ayu Indriyani Indriyani Insyirah Putikadea Jeffry Jeffry Junaidi, Sabda Kristianing, Endang Kumala Sari Kurniawan, Mohammad Kusumaningsih, Ambar Lailan Safina Hasibuan Lestari, Kholilah Salsabila Lestari, Linda Libani, Ronal Lila Bismala Lisnawita Lisnawita Lumban Gaol, Nur Yanti M. Kurniawan, M. Maharani, Amelia Resta Mariana Mariana Marnisah , Luis Marnisah, Luis Marshelindy, Marshelindy Marzali, Syahid Alhakim Maulidi, Mohammad Ali Mayasari, Ni Made Elva Musfawatit, Musfawatit Mutaqin, Zenal Mutia Arda, Mutia Muzdalifah, Indah Nasution, Dewi Kesuma Neksen, Alpin Ni Nyoman Alit Triani Nor, Mhd Roslan Mhd Novita Dwi Susanti, Novita Dwi Nuhaliza, Nuhaliza Nurhalizah, Nadila Oktarina, Mely Oktridarti, Levy Parwito Parwito, Parwito Permata, Fadila Pertiwi, Krisma Gita Pitaloka, Dini Pradipta, Kurniawan Dwi Prasetyo, Yoyok Prawira, Deris Diwata Putra, Yudha Andriansyah Putri Erlyn Putri Utami, Putri Putri, Dhea Kharisma Rafiana, Chintya Raihanah Daulay Raisawati, Tatik Ramadhana, Nabilah Dita Ramadianti Ratu, Mutiara Kemala Rosita, Yanti Rosmaida, Mifta RR. Ella Evrita Hestiandari Sadat, Pamed Abdul Safina Hasibuan, Lailan Salamun Salamun Sali, Yopi Okta Saputri, Afra Diana Salsabila Untung Saputri, Andini Dwi Saputri, Selfi Sari, Dia Novita Sarjono, Audita Putri Septiadi, Muhammad Dede Sianturi, Elizabeth Irene Putri Silviyanti, Dita Aura Siregar, Hasan Sakti Siregar, Hasan Sakti Siregar, Rahmad Bahagia Siti Komariah Hildayanti, Siti Komariah Suryaman, A Syahril Syahril Syahril Syahrul Syahrul Syaiful Amri Saragih Taslim Taslim Taslim Taslim, Taslim Malano Taufiq, Reny Medikawati Tika, Yori Mans Togatorop, Eny Rolenti Toresa, Dafwen Veronica, Meilin Virna, Lira Wadud, Muhammad Wahab, Dinda Illene Walhidayat, Walhidayat Yayuk Hayulina Manurung Yudha Andriansyah Putra Yunita Widyastuti