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
The contributors to this collection have identified the critical success factors, obstacles, and future opportunities for ensuring that lessons learned processes contribute to the attainment of organizational goals. The critical success factors are categorized as: 1) conducive culture, 2) effective leadership, 3) robust lessons learned cycle, and 4) action plans. Obstacles to success are: 1) cultural barriers, 2) resource limitations, 3) lack of governance, and 4) insufficient analysis for credible results. Future directions to explore include the roles of culture and leadership, the need for standardized approaches that can be used by all types of organizations, improved technological infrastructure, and implementation of effective measurement systems. Opportunities for future research are: determining why organizations either choose to or cannot learn; the role of trust in learning lessons; optimization of technological approaches; and how lessons learned approaches could integrate processes and procedures from other organizational improvement.
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 | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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