A hybrid model for HIV transmission among men who have sex with men
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
AIDS has spread throughout the world for decades. Men who have sex with men (MSM) is the harder-hit sector of sexually transmitted diseases due to their physiological characteristics. However, because homosexuals suffer discrimination and exclusion in many aspects, the relevant data about the spread of HIV in this group are scarce. Therefore, building a network model to study and analyze this problem can provide valuable reference for the prevention of HIV. Complex network can establish fixed edges between vertices, and ignores the spatial characteristics of the network. These two aspects are exactly what cellular automata are good at, but cellular automata are rarely used in the problem of HIV propagation among MSM populations. Therefore, we combined the advantages of these two methods, and got a new hybrid model. It may provide us with some theoretical factors that affect the spread of HIV and provide guidance for the actual prevention work.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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