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DUKUNGAN SOSIAL KELUARGA DAN KESEJAHTERAAN MENTAL: IMPLIKASI BAGI PERAWAT PEREMPUAN DI PEKANBARU, RIAU Jayanti, Wella; Farradinna, Syarifah
Ensiklopedia of Journal Vol 7, No 3 (2025): Vol. 7 No. 3 Edisi 2 April 2025
Publisher : Lembaga Penelitian dan Penerbitan Hasil Penelitian Ensiklopedia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33559/eoj.v7i3.3096

Abstract

Female nurses face psychological stress due to their dual professional and personal roles. The role of family support in maintaining the mental health of healthcare workers has been highlighted in various studies. This study aims to examine the relationship between family social support and the mental well-being of female nurses in Pekanbaru, Riau. A quantitative design was used, involving 160 nurses in Pekanbaru, Riau. Mental well-being was measured using the 54-item MIDUS scale, while family social support was assessed using the 12-item ISEL scale. Data analysis using Spearman’s correlation showed a significant positive relationship between perceived family support and mental well-being (Rs = .166; p < .05). Analysis of variance further indicated that family social support significantly influences mental well-being, with a coefficient of determination of R² = .028. This means that family support accounts for approximately 2.8% of the variance in mental well-being. Although the contribution is relatively small, the findings reinforce that family support is an important factor in maintaining nurses’ mental health, especially in coping with work-related stress and emotional demands. Therefore, hospitals and related institutions should consider integrating family support aspects into strategies for improving nursing staff well-being.Keywords: Family, social support, mental well-being, female, nurses
Machine Learning-Based Counseling to Predict Psychological Readiness for Aspiring Entrepreneurs Syafitri, Nesi; Farradinna, Syarifah; Arta, Yudhi; Herawati, Icha; Jayanti, Wella
CogITo Smart Journal Vol. 10 No. 2 (2024): Cogito Smart Journal
Publisher : Fakultas Ilmu Komputer, Universitas Klabat

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31154/cogito.v10i2.553.510-521

Abstract

Machine learning has become an exciting topic in psychology-related research, one of which is counseling psychological readiness for entrepreneurship. An intelligent application developed using a machine learning model to assist the counseling process in measuring a person's psychological readiness for entrepreneurship. This application was generated using the Entrepreneurship Psychological Readiness (EPR) instrument. In this study, to get the most suitable machine learning model, a comparison of 2 (two) machine learning models, namely, Naïve Bayesian (NB) and k-Nearest Neighbor (k-NN), involving 1095 training data. There are 4 (four) prediction classes recommended from the results of counseling: categories not ready for entrepreneurship, given training, guided, and prepared for entrepreneurship. The EPR instrument consists of 33 question items to measure 8 (eight) parameters used as inputs for the prediction process. The data has been randomized, and the experiment has been repeated 5 (five) times to check the consistency of performance of all techniques. 80% of the data was used as training data, and the other 20% was used as testing data. The results of the five (5) trials show that the Naïve Bayesian model provides the most consistent results in predicting a person's psychological readiness for entrepreneurship, with 89.58% accuracy, in testing. Therefore, the Naïve Bayesian model is recommended to be used in psychological counseling to predict a person's readiness for entrepreneurship
PELATIHAN PRODUKSI TEPUNG UBI KAYU TERMODIFIKASI UNTUK KETAHANAN PANGAN KELUARGA DI PEKANBARU, RIAU Farradinna, Syarifah; Rahman, Jhonni; Wulandari, Happy; Titisari, Prima Wahyu; Jayanti, Wella
Jurnal Abdimas Ilmiah Citra Bakti Vol. 6 No. 3 (2025)
Publisher : STKIP Citra Bakti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.38048/jailcb.v6i3.5442

Abstract

Ketahanan pangan merupakan isu strategis yang berhubungan langsung dengan kesejahteraan masyarakat, khususnya di daerah pedesaan yang rentan terhadap krisis pangan. Salah satu upaya untuk mendukung ketahanan pangan adalah memanfaatkan potensi sumber daya lokal seperti ubi kayu yang mudah ditanam sepanjang tahun. Kegiatan pengabdian kepada masyarakat ini bertujuan untuk memberdayakan Kelompok Wanita Tani (KWT) di Kecamatan Kulim, Pekanbaru, Riau, melalui pelatihan produksi tepung ubi kayu termodifikasi atau mocaf (modified cassava flour). Pelatihan melibatkan lima KWT dan dua kelompok PKK dengan total 50 peserta perempuan. Metode pelaksanaan meliputi identifikasi kebutuhan pelatihan, penyuluhan tentang manfaat dan proses produksi mocaf, praktik langsung pengolahan ubi kayu menjadi tepung mocaf, serta evaluasi melalui pre-test dan post-test untuk mengukur peningkatan pengetahuan dan keterampilan peserta. Hasil kegiatan menunjukkan adanya peningkatan pemahaman peserta dari 53,7% sebelum pelatihan menjadi 81,25% setelah pelatihan, disertai antusiasme tinggi dalam praktik produksi. Kegiatan ini tidak hanya meningkatkan keterampilan teknis, tetapi juga berpotensi memperkuat ketahanan pangan rumah tangga dan memberdayakan perempuan sebagai agen perubahan dalam pengembangan pangan lokal yang berkelanjutan di tingkat masyarakat.