Social Sphere: A MERN Stack Social Media App
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract: In today's ever-evolving tech industry, there is a significant surge in the demand for full-stack developers. Reports suggest that skilled professionals in this field, particularly in the United States, can expect remarkable average profits, with figures reaching as high as $110,770, according to Real. A full-stack developer is an individual who possesses the technical expertise to handle both the front-end and back-end aspects of dynamic websites and internet-based applications. Web development often revolves around frameworks like the LAMP stack (Linux, Apache, MySQL, PHP/Perl) and Java (Java EE, Spring), which incorporate a combination of programming languages. Additionally, JavaScript plays a crucial role in enhancing web experiences, enabling developers to leverage the MERN stack (MongoDB, Express.js, React.js, and Node.js). This comprehensive technology stack empowers developers to effectively address user interface requirements and server-side operations
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 it