Bibliographic record
Abstract
When it comes to approach, there is a certain amount of anxiety, apprehension, fear, and it is in this research where we have discovered something we believe is a value that attends to approach anxiety, and that leads one to participate more in spontaneous engagement/activity to produce mental emotional balance, and to enhance physical health.. As a sentient being, the human being is a receptive vessel, and as a cognitive, or thinking being, it evaluates it's immediate environment via sense receptors, and responds/reacts to external stimulation drawing understanding by inference of the essence of the particular goings on of events as they occur and manifest while the vessel is in motion or subject to the movement or activity(s) of external objects. Based on 35 years of experiential research and study, in this article, I want to express my thoughts and impressions, and give testimony to something I have come to see as a phenomena, and further to suggest something vital to the existence and wellbeing of humankind has been lost, and because this work recognizes it as being inherent, suggests that it is retrievable.
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 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) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".