Bibliographic record
Abstract
SimpleTech is an android application that includes a simplified version of the calling feature on a smartphone. In this way, this application is able to simplify the smartphone for an elderly user with mental or physical disabilities who would, otherwise, have difficulty navigating the interface of a smartphone. This application was developed using AndroidStudio, and the first version was developed in a four-month timespan. This version includes four large and distinctly coloured buttons. When these buttons are pressed, the app calls the user’s most frequent contacts, with one button allocated for contacting emergency services. By setting itself apart from its competitors, SimpleTech will be able to take over this relatively new market and ensure success in both the present and future. Additionally, technology is an ever-growing industry, which means that there will be a constant need for applications like SimpleTech. Currently, the reaction to SimpleTech (version 1) has been overwhelmingly positive and the results of the test cases have been successful as well. Future versions of SimpleTech that include an improved user interface and new features will be the focus of future research. SimpleTech est une application pour Android qui inclut toutes les fonctionnalités essentielles d’un téléphone intelligent qu’une personne aîné voudrait utiliser. De cette façon, cette application rend le téléphone intelligent facile à utiliser pour un propriétaire âgé qui aurait autrement de la difficulté à naviguer son interface complexe, qui contient de nombreuses icônes et couleurs. Étant une application qui satisfait les besoins d’un grand nombre d’aînés qui pourraient avoir des invalidités, SimpleTech peut les aider à surmonter l’obstacle énorme de naviguer l’interface d’un téléphone intelligent, et leur permettre d’utiliser sa technologie puissante de manière simple et claire. En se distinguant de ses compétiteurs, SimpleTech sera capable de dominer ce marché relativement nouveau et d’assurer son succès dans un avenir proche. De plus, la technologie est une industrie qui est toujours croissante, ce qui signifie qu’il y aura un besoin constant pour les applications comme SimpleTech. Jusqu’à présent, la réaction à SimpleTech (version 1) a été majoritairement positive et les résultats des tests sont réussis. Les versions futures de SimpleTech comprendront une interface améliorée et de nouvelles fonctionnalités, qui seront le sujet des recherches dans l’avenir.
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 | 0.001 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.024 | 0.021 |
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".