Bibliographic record
Abstract
12 labours of Herakles 119 Aboriginal languages in Canada 52 Aboriginal people, recognition 370 Abraham's argument with God 272 absence of caring support, Australia 367 adventurer and work 98 Africa 17-19 Ananci stories 65 challenge to colonialism 227 culture, importance of 220 leadership failure 225-6 magical beliefs 13, 65, 66, 68-70 worldview of ancestors 212-13 Aga Khan, leader of Shia Ismaili Muslims 57 Agamemnon 115-18 and leadership 116-17 age and experience in India 313 age and seniority in leadership 217 aggressive, assertive leadership, Russia 334, 338 aid agencies, Western, in Africa 221 AIDS pandemic, Africa 61 Akhilleus (Achilles), leader and hero 118-20 alcohol and workers, Russia 325 Alexander the Great 257 Allianz insurance group, Germany 137 ambiguity in Brazilian leadership 102 American Film Institute (AFI), 'heroes' 32 Americanization in Israel 282 American War of Independence 187 Ananci (Anansi), mythical African spider 13, 68, 70-71, 73 Anand Milk Producers Union Limited 316 ancestors as custodians of culture 210 ancestor veneration Africa 209-19 important to Africans 222-3 Zulus 213-18 ancestor worship myth 210-18 Ancient Egypt 257 Anglo-Celtic heritage of England 146 Anglo-Saxons 147 animal sacrifices for ancestors 213 anti-heroism sentiment, Canada 57 'ANZAC' (Australia and New Zealand Army Corps) 361 Aquaman 35, 36 Arab-Israeli conflict 262, 275, 278 Arab leadership, decision-making 243 Arap Moi, Daniel, Kenya 228 Arawak people 66 Arctic, Canada 51 Arctic Circle 12 Argentina 12, 13, 79-91 leadership 83-5 aristocratic behaviour of Hanseatic merchants 131 Aristotle, Nichomachean Ethics 345 Arthur, warrior and king 150-54 and Knights of Roundtable 148, 149 'Asar', sky gods, Sweden 167 Asia, Pacific 19-22 assassination of Charles IV, French king 179 of Yitzhak Rabin 277 Australia 21-2, 359-70 age of continent and nation 368 leadership values 359 management, heroic masculinity 369-70 managers, 'soft skills', lack of 363, 366-7 Austria 134 Authentic Leadership Questionnaire (ALQ) 238 authoritarian leadership style 75-6 of Ben-Gurion 275-6 China 300 Egypt 266 authority of God 273 authority, hierarchical 102 Index
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.720 | 0.516 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".