Pelatihan tentang Hospitality kepada Kelompok Sadar Wisata Danau Toba di Kabupaten Samosir Sumatera Utara
Bibliographic record
Abstract
Kegiatan pengabdian kepada masyarakat ini membahas peran penting hospitality/keramahan dalam sektor pariwisata dan ekonomi, yang fokus pada Kawasan Pariwisata Danau Toba. Kegiatan ini bertujuan memberikan wawasan tentang pentingnya hospitality/keramahan dalam pengembangan pariwisata, sehingga perlu dilakukan pelatihan dan pendidikan kepada para Kelompok Sadar Wisata (Pokdarwis) di Kabupaten Samosir, Provinsi Sumatera Utara. Metode pelaksanaan dimulai dengan perencanaan, persiapan materi, pelaksanaan di lokasi kegiatan, dan evaluasi. Para pelaku pariwisata perlu meningkatkan kemampuan dalam aspek ini. Implementasi konsep hospitality/keramahan dapat meningkatkan kepuasan pelanggan, menghasilkan manfaat ekonomi yang signifikan, dan mempromosikan keberlanjutan di destinasi pariwisata Danau Toba. Hospitality/keramahan melibatkan sejumlah elemen, seperti pelayanan personal, undangan, hubungan khusus, sentuhan, dan perasaan kenyamanan. Terdapat kesulitan dalam menguasaikonsep ‘penghormatan’ dalam hospitality/keramahan. Namun, pengembangan kemampuanhospitality/keramahan tetap menjadi faktor kunci dalam meningkatkan daya tarik dan keberlanjutan destinasi pariwisata, seperti Kawasan Danau Toba. This community engagement activity discusses the crucial role of hospitality in the tourism andeconomic sectors, with a focus on the Lake Toba Tourism Area. The goal of this activity is to provide insights into the importance of hospitality in tourism development, emphasizing the need for training and education for Tourism Awareness Groups (Pokdarwis) in Samosir Regency, North Sumatra Province. The implementation method includes planning, material preparation, on-site execution, and evaluation. Tourism practitioners need to enhance their skills in this area. The implementation of hospitality concepts can improve customer satisfaction, generate significant economic benefits, and promote sustainability in the Lake Toba tourism destination. Hospitality encompasses several elements such as personal service, invitation, special relationships, touch, and comfort. There are challenges in mastering the concept of 'respect' in hospitality. However, the development of hospitality skills remains a key factor in enhancing the attractiveness and sustainability of tourism destinations, such as the Lake Toba region.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.034 | 0.006 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".