Book Reviews
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 Art and Architecture of Twelver Shi’ism: Iraq, Iran and the Indian Sub-Continent, James W. Allan (2012) London: Azimuth Editions, 174 pp., 26 illus., 96 colour plates ISBN 9781848851689, $60.00 (hardback) The Art and Material Culture of Iranian Shi’ism: Iconography and Religious Devotion in Shi’i Islam, Pedram Khosronejad (Ed.) (2012) London: I.B. Taurus, 284 pp., 105 b/w illus., 17 colour plates ISBN 9781848851689, $100.00 (hardback) Damascene ‘Ajami Rooms: Forgotten Jewels of Interior Design, Anke Scharrahs (2013) London: Archetype Publications Ltd, xvi + 311 pp., 525 b/w illus., ISBN 9781904982661, $45.00 (paperback) Postmodernizm Jest Prawie W Porządku: Polska Architektura Po Socjalistycznej Globalizacji / Postmodernism is Almost all Right: Polish Architecture After Socialist Globalization, Łukasz Stanek (2012) Warsaw: Fundacja Nowej Kultury Bęc Zmiana (in association with the Museum of Modern Art in Warsaw), 95 pp., 127 illus., 55 plates, ISBN 9788362418145, $45.00 (paperback) Architecture and Hagiography in the Ottoman Empire: The Politics of Bektashi Shrines in the Classical Age, Zeynep Yürekli (2012) Farnham, Surrey: Ashgate, 199 pp., 56 b/w illus., ISBN 9781409411062, $119.95 (hardback) Les Lions En Pierre Sculptée Chez Les Bakhtiari: Description Et Significations De Sculptures Zoomorphes Dans Une Société Tribale Du Sud-Ouest De L’iran, Pedram Khosronejad (2013) Canon Pyon, UK: Sean Kingston Publishing, 260 pp., numerous tables, line drawings, halftones and colour illustrations, ISBN 9781907774225, $250.00 (hardback)
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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