Alignment of the 2030 Agenda to the port industry
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
Abstract The United Nations' 2030 Agenda for Sustainable Development (2030 Agenda) serves as a global framework for addressing sustainability challenges. The port industry (PI) plays a crucial role in achieving the Sustainable Development Goals (SDGs) as a vital component of the global economy and supply chains. This research paper addresses the alignment between the PI and the 2030 Agenda. The study aims to bridge the research gap by exploring the extent to which the PI aligns with the SDGs and proposes a framework for implementation. Through an analysis of literature, this study identifies the relevant SDG targets for the PI. The original wordings of the relevant targets were adapted to make them meaningful to the PI. The adapted targets were validated by eight Canadian Port authorities to ensure their relevance and clarity. The alignment resulted in the identification of 69 targets, representing all 17 SDGs.
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