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
Purpose: We conducted a systematic review of studies that focus on existing protocols for oncologists and other physicians who are in touch with cancer patients.Method:We searched all internationally published articles on the introduction of a protocol as the guideline. To this purpose, we did a thorough search of Pubmed and Cochrane Collaboration Library databases and reviewed all articles from 2010 to 2017.Results:We introduced 7 papers from 7 countries and evaluated their proposed protocols. A primary protocol called SPIKES had been discussed in most studies. This protocol emphasized the six steps of setting, perception, invitation, knowledge, empathy and summary.Conclusion: BBN is a balanced action that requires oncologists and other specialists to consistently adapt to its different criteria. Developing the ability to personalize and adapt to therapeutic treatment with respect to communications can be a major step forward in the training and exercises that physicians receive in connection to communication skills.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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