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Identifikasi Kesamaan Pertanyaan pada Soal Bahasa Indonesia Menggunakan Metode Recurrent Neural Network (RNN) Iqbal, Muhammad; Hasmawati; Romadhony, Ade
JOIN (Jurnal Online Informatika) Vol 8 No 2 (2023)
Publisher : Department of Informatics, UIN Sunan Gunung Djati Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15575/join.v8i2.1138

Abstract

In a question-and-answer forum, the identification of question similarity is used to determine how similar two questions are. This procedure makes sure that user-submitted questions are compared to the questions in a database for matches to improve system performance on the online Q&A platform. Currently, question similarity is mostly done in foreign languages. The purpose of this research is to identify question similarities and evaluate the effectiveness of the methods used in Indonesian language questions. The data used is a public dataset with labeled pairs of questions as 0 and 1 where label 0 for different pairs of questions and label 1 for the same pairs of questions. The method used is a Recurrent Neural Network (RNN) with the Manhattan Distance approach to calculate the similarity distance between two questions. The question pairs are taken as two inputs with a reference label to identify the similarity distance between the two question inputs. We evaluated the model using three different optimizers namely RMSprop, Adam, and Adagrad. The best results were obtained using the Adam optimizer with 80:20 ratio split-data and overall accuracy is 76%, precision is 74%, recall is 98.8%, and F1-score is 85.1%.
Implementation of IndoBERT for Sentiment Analysis of Indonesian Presidential Candidates Primanda Sayarizki; Hasmawati; Nurrahmi, Hani
Indonesian Journal on Computing (Indo-JC) Vol. 9 No. 2 (2024): August, 2024
Publisher : School of Computing, Telkom University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34818/INDOJC.2024.9.2.934

Abstract

In this modern era, Indonesian society widely utilizes social media, particularly Twitter, as a means to express their opinions. Every day, various opinions of Indonesian citizens are disseminated on this platform, including their views on prospective presidential candidates for the year 2024. Analyzing public opinions regarding prospective presidential candidates in 2024 is crucial to understanding the sentiment of the people toward these candidates. Such sentiment analysis can be conducted using deep learning techniques such as IndoBERT to acquire knowledge regarding the classification of sentiments as positive, neutral, or negative. IndoBERT is employed to generate vector representations that encapsulate the meaning of tokens, words, phrases, or texts. These representation vectors can then be input into a classification model to perform sentiment analysis. The sentiment classification model undergoes testing with a diverse set of tweets in the test dataset, which represent a wide range of public opinions. The evaluation results indicate an overall accuracy rate of 80%, with precision rates of 62% for negative sentiment, 81% for neutral sentiment, and 85% for positive sentiment. Additionally, the recall rates for each sentiment are 64% for negative, 81% for neutral, and 84% for positive, with corresponding F1-scores of 63%, 81%, and 85%, respectively.
Faktor Risiko Kekerasan Seksual pada Anak Usia 5-17 Tahun di Rumah Sakit Bhayangkara Kendari Hasmawati; Saafi, La Ode; Ali, Leniarti
Jurnal Healthy Mandala Waluya Vol. 3 No. 1 (2024): Jurnal Healthy Mandala Waluya
Publisher : Program Studi Sarjana Kesehatan Masyarakat Universitas Mandala Waluya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54883/jhmw.v3i1.344

Abstract

Kekerasan seksual layaknya fenomena gunung es, yang terlihat jauh lebih kecil daripada yang tampak di permukaan, hal ini diakibatkan rasa takut oleh ancaman dan rasa malu melaporkan kejadian tersebut. Data RS Bhayangkara Kendari pada tahun 2020 kasus kekerasan seksual berjumlah 89 kasus , tahun 2021 sebesar 100 kasus dan tahun 2022 berjumlah 75 kasus, korbannya adalah anak perempuan dengan usia rata-rata 5-17 tahun. Penelitian ini bertujuan untuk mengetahui faktor risiko kekerasan seksual pada anak usia 5-17 tahun di RS Bhayangkara Kendari. Jenis penelitian ini kuantitatif, pendekatan Case Control Study. Populasi 75 dengan sampel berjumlah 48 Kasus dan 48 Kontrol, Matching Umur dan Pendidikan orang tua. Teknik pengambilan sampel Simple Random Sampling. Hasil Penelitian menunjukkan bahwa Pengetahuan tentang Pendidikan nilai OR = 3,647 dengan LL= 1,570 dan UL = 8,470. Komunikasi orang nilai OR = 2,870 dengan nilai LL = 1,236 dan UL = 6,665 terhadap kekerasan seksual pada anak usia 5-17 tahun di RS Bhayangkara Kendari.Kesimpulan bahwa pengetahuan orang tua tentang Pendidikan seks berisiko 4 kali dan Komunikasi orang tua berisiko 3 kali kepada anak mengalami kekerasan seksual. Diharapkan kepada DPPA, RS Bhayangkara Kendari dan masyarakat untuk memberikan edukasi terkait pendidikan seks usia dini pada anak untuk mencegah terjadinya kekerasan seksual pada anak.
Edukasi Kesehatan Tentang Pencegahan Diabetes Melitus Bagi Masyarakat Di Kelurahan Bungkutoko, Kota Kendari, Indonesia Hamzah, Nurmiaty; Yusran, Sartiah; Hasmawati; Jamal Saripa; Syamsiah T; Rosya, Salsabila; Hibali, Chintya Mulia F Laode
Jurnal Pengabdian Masyarakat (JUDIMAS) Vol. 4 No. 1 (2026): In Progress Issue
Publisher : Pusat Penelitian dan Pengabdian Masyarakat STIKes Banyuwangi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54832/judimas.v4i1.657

Abstract

Diabetes mellitus adalah gangguan metabolisme kronis yang ditandai dengan peningkatan kadar glukosa darah, yang dapat menyebabkan kerusakan signifikan pada sistem kardiovaskular, vaskular, okular, renal, dan neural dalam jangka panjang. Menurut data Riskesdas 2018, prevalensi diabetes mellitus di Provinsi Sulawesi Tenggara mencapai 1,30% pada penduduk berusia 15 tahun ke atas. Aktivitas ini bertujuan untuk meningkatkan pemahaman dan kesadaran masyarakat tentang pencegahan diabetes mellitus di Kelurahan Bungkutoko. Metode kegiatan ini berupa penyuluhan melalui tekhnik ceramah dengan sasaran kegiatan ibu-ibu usia pra lansia dan lansia. Peserta dilakukan pengukuran tekanan darah dan test gula darah. Sebelum intervensi, peserta diberikan pre-test untuk mengukur tingkat pengetahuan awal mereka dan setelah penyuluhan, dilakukan post-test untuk menilai perubahan pengetahuan. Hasil kegiatan menunjukkan perbedaan signifikan dalam tingkat pengetahuan responden yang diukur melalui pre-test dan post-test. Uji T Statistic menghasilkan p-value 0,000, yang menunjukkan signifikansi statistik (p < 0,05), dengan rata-rata nilai pre-test sebesar 47,33 dan post-test sebesar 62,00. Temuan ini menegaskan efektivitas penyuluhan mengenai pencegahan diabetes mellitus dalam meningkatkan pengetahuan masyarakat di Kelurahan Bungkutoko.
Influence of the Guided Inquiry Learning Model and Scientific Attitude in Physics on Students' Science Process Skills Hasmawati; Ali, Muhammad Sidin; Arsyad, Muhammad
Jurnal Penelitian Pendidikan IPA Vol 9 No 12 (2023): December
Publisher : Postgraduate, University of Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29303/jppipa.v9i12.4729

Abstract

This research is the development of a true experiment using a 2x2 factorial design. The aim of the research is to: find out whether or not there is an influence of the application of the guided inquiry learning model and scientific attitudes in physics on the science process skills of class X MIA, and diagram the interaction of the learning model and scientific attitudes in physics on science process skills. The independent variable in this research is the learning model, while the dependent variables are scientific attitudes towards physics and science process skills. The population in this study was 136 students from class X MIA, while the sample was from class X MIA 3 and X MIA 4 as many as 68 people. Data from research results were obtained by giving scientific attitude questionnaire sheets to students before being taught using the learning model in research, and the science process skills test was carried out after students were taught using the learning model in research. The data analysis technique used is analysis of variance (ANOVA). Based on the results of the inferential analysis, it was obtained: first, the value of Fcount (48.151) > Ftable (4), it can be concluded that there is a significant difference between students who were taught the guided inquiry learning model and students who were taught using the discovery learning model, and the value of Fcount (0.001) < Ftable (4) then it can be concluded that there is no interaction between learning models and scientific attitudes in physics towards science process skills.
Nilai Sipakainge dalam Kearifan Lokal Bugis: Strategi Ekonomi Islam untuk Pelestarian Wisata Bahari Parepare Hasmawati; Cahyani, Indah; Natalia, Lisa
Al Rikaz: Jurnal Ekonomi Syariah Vol 4 No 1 (2025): Al Rikaz: Jurnal Ekonomi Syariah
Publisher : Program Studi Ekonomi Syariah IAIN Parepare

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35905/rikaz.v4i1.15344

Abstract

This study aims to analyze the value of Sipakainge in Bugis local wisdom as a strategy for marine tourism conservation in Parepare City through an Islamic economics approach. Sipakainge, which means mutual reminding of goodness and social responsibility, is a moral value that plays a crucial role in maintaining harmony between humans and the environment. The declining cleanliness and conservation in Parepare's marine tourism areas, such as Paputo Beach, Mattirotasi, and Lumpue, indicate the need for a management approach based on cultural and Islamic values. This research employs a qualitative method with observation, interview, and documentation techniques involving coastal communities, tourism managers, and traditional leaders. The findings reveal that the internalization of the Sipakainge value can build collective community awareness in preserving the marine and coastal environment as an implementation of the maslahah (public benefit) principle in Islamic economics. Furthermore, collaboration between the government, community, and tourism businesses based on the Sipakainge value can create sustainable, religious, and socially equitable marine tourism management. Thus, the integration of local wisdom and Islamic economic values forms a strategic foundation for maintaining the sustainability of Parepare's marine tourism while enhancing the welfare of the coastal community.