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
F11.28> . Subclasses can directly invoke functions defined in the base class . Subclasses can directly access data members define in the base class . Variables that have been declared as pointers to the base class can also point to an instance of a subclass. 2 class Retriever : public dog { public: Retriever(char *name, int age); virtual ~Retriever(); }; Retriever::Retriever(char *name, int age): dog(name, age) { } Retriever::~Retriever() { } main() { Retriever myRetriever("Sparky", 7); cout << myRetriever.getDogName() << endl; } Retriever inherits from dog To construct a Retriever we must first construct a dog This invokes a function defined in dog. class Retriever : public dog { public: Retriever(char *name, int age); virtual ~Retriever(); printBreedAndName(); }; Retriever::printBreedAndName() { cout << "Retriever named " << _name << endl; } main() { Retriever myRetriever("Sparky", 7); printBreedAndName(); } _name is a p
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 | 0.000 |
| 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