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
INTRODUCTIONA former college football player, Jim Edwards is a large man who is sitting at an even larger mahogany desk. His office surrounded by dark wood walls adorned with pictures of bridges and platform oil rigs. Jim Edwards is the CEO of TECS, a large construction and engineering firm. The pictures are of former construction projects his company has designed and built. Mr. Edwards takes a sip of coffee while looking at his computer monitor. His eyes glance up at the door as his director of internal audit, Kat White enters his office.Mr. Edwards looks up and says, Hey Kat. You wanted to see me?Yes sir, Kat responds, have identified a problem that needs your attention. Before Kat can finish her thought, Mr. Edwards interrupts, problem?Kat continues, Yes, sir. We have discovered a fraud in the time keeping department.Mr. Edwards interrupts Kat again, this time elevating his voice fraud?Yes sir Kat continues, believe that Jay Gonzales and Fay Fleming have been manipulating time keeping records. They have been overpaying themselves and the other central time keepers.How much did they get? Mr. Edwards asks.We're not really sure yet. responds Kat.I guess the amount doesn't matter., Mr. Edwards says sounding frustrated. My central time keepers are should be the companies most trustworthy employees and you are telling me they are all stealing from me?Not all of Kat responds as she hands Mr. Edwards an incident report. Joan Degut reported some suspicious activity with her time card data to Tony Lemond about a month ago. Tony, Sandy, and I have investigated the incident and interviewed the employees involved. We would like to have a meeting with you to discuss our findings and get your advice on how you want to proceed.Okay Mr. Edwards responds. Let me read your report and let's set up a meeting tonight after the other employees leave for the night.Yes sir says Kat.As Kat White walked out of his office, Mr. Edwards eyes returned to his computer monitor but his mind was elsewhere as he tried to work. Jim Edwards had hand crafted most of his management team about five years ago. The new management team has been trying to improve processes at the company. The new managers have battled change resistance from long time employees. As CEO of a large company, his job title would allow him to completely delegate responsibility for matters such as a fraud to his management team, but Mr. Edwards took great pride in his company at every level. One time two employees driving a company truck cut him off on a local roadway. Mr. Edwards pursued the truck and read both drivers the riot act for carelessly operating the company vehicle. As he spoke with the employees, they were quiet and both looked shocked but shook their head in agreement with everything Mr. Edwards said to them. He gave the two employees one of his business cards so they would know who Mr. Edwards is within the company. A few hours later, Mr. Edwards received a call from the manager of the two employees. The manager asked Mr. Edwards if his employees were in trouble. Mr. Edwards told the manager they were not in trouble and that he felt that both men got his message loud and clear and that was all that needed to be said about the matter. The manager informed Mr. Edwards, that neither man spoke English and neither of them had any idea what Mr. Edwards had said to them!Knowing his mind would focus on little else, Mr. Edwards grabbed the report Kat handed to him and began to read the details of the incident.COMPANY BACKGROUNDTechnical Engineering and Construction Services (TECS) is a multifaceted construction and engineering corporation with operations in the U.S., Latin America, Canada, and other international locations. The company is headquartered in Central Florida and has been in business approximately 35 years. TECS provides construction, fabrication, and engineering services to petroleum refineries and exploration companies. …
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 | 0.000 |
| 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 | 0.001 | 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