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
proportionality test, 236 single-product test, 511 technological integration, 562, 564 see also Tying American Bar Association, 434, 445 Asian financial crisis, 459, 482 Australia predatory pricing, 635 Belgium electricity sector, 609 emissions trading scheme, 33±34 fiscal state aid, 379±80 Block exemptions motor vehicle distribution, 145±46 sea transport, 111±23 Bundling, 228, 585±93 Canada merger efficiencies balancing weights approach, 265±66, 285±86, 294 Competition Act, 261±62, 266, 285, 287 evidence, 292±97 experts, 290±91 Hillsdown standard, 281±82 merger specificity, 288±89 productive efficiencies, 273±74 R & D efficiencies, 275 redistributive efficiencies, 271±72 Superior Propane, 263±66, 282±87, 289±91, 294, 296±97 total surplus standard, 264±65, 283 predatory pricing, 635 Cartels export, 5±9, 429±31, 450±51 hardcore, 142, 153, 428, 433, 449 international, 101±06, 409, 414±15, 428 CEE countries abuse of dominance enforcement, 247, 249±57 predatory pricing, 252 competition laws, 245±47 regulatory agencies, 248±49, 253 technical assistance, 246±47 Central Europe see CEE countries Community Patent, 15 Competition authorities see National competition authorities Competition policy international cooperation, 4 trade liberalisation, 5, 10 Consumer protection, 16 Consumer switching costs, bundling, 585±93 cases, 575±76 definition, 572 network effects, 580±82 Pareto efficiency, 577±78
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 | 0.001 |
| 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) | 0.022 | 0.024 |
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