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
Recent advances in lung cancer therapeutics and screening have led to increased numbers of lung cancer survivors. Most survivors have undergone invasive treatment (surgery, radiation therapy, chemotherapy and/or immunotherapy) and carry a high comorbidity burden. Overall quality of life suffers during the evaluation, treatment and follow-up phase, with the potential for long-term decline. The issues faced by survivors include physical symptoms, emotional distress as well as socioeconomic instability. These issues may lead to poor compliance with recommended follow-up plan. This article provides an up-to-date literature review on the major issues faced by lung cancer survivors and identifies under-recognized problems such as stigma, financial toxicity and sexual dysfunction. Future collaborative efforts are needed to further elucidate the complex issues that affect overall well-being of lung cancer survivors and to develop appropriate interventions in this expanding survivor population.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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