Heilongjiang Petroleum & Petrochemical Service Outsourcing Industry Cluster Construction
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
Heilongjiang petroleum & petrochemical service outsourcing business covers whole industry chain of upstream, midstream and downstream of petroleum & petrochemical field, and owns technology, software and hardware support system. Petroleum & petrochemical service outsourcing enterprises and related organizations own the conditions of forming petroleum & petrochemical industry cluster, and the construction of petroleum & petrochemical service outsourcing industry cluster has certain necessity and feasibility. The construction goal is “One Base and Two Centers”. The construction measures include the introduction of well-known enterprises, the support to backbone enterprises as well as cultivation and introduction of talents, doing well training work, constructing platform facilities, integrating outsourcing market, strengthening organizational leadership and perfecting policy system, and so forth. Key words: Petroleum & petrochemical; Service outsourcing industry; Industry cluster
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 | 0.002 |
| 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