The dawn of everything a new history of humanity
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: Not applicable
- Genre
- Candidate signal: EmpiricalConsensus signal: none
- Teacher disagreement score
- 0.861
- Threshold uncertainty score
- 0.146
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
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 | 0.000 | 0.000 |
| 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) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.172 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
Farewell to humanity's childhood, Or, why this is not a book about the origins of inequality -- Wicked liberty: The indigenous critique and the myth of progress -- Unfreezing the Ice Age: In and out of chains: the protean possibilities of human politics -- Free people, the origin of cultures, and the advent of private property (not necessarily in that order) -- Many seasons ago: Why Canadian foragers kept slaves and their Californian neighbours didn't; or, the problem with 'modes of production' -- Gardens of Adonis: The revolution that never happened: how Neolithic peoples avoided agriculture -- The ecology of freedom: How farming first hopped, stumbled and bluffed its way around the world -- Imaginary cities: Eurasia's first urbanites - in Mesopotamia, the Indus Valley, Ukraine and China - and how they built cities without kings -- Hiding in plain sight: The indigenous origins of public housing and democracy in the Americas -- Why the state has no origin: The humble beginnings of sovereignty, bureaucracy, and politics -- Full circle: On the historical foundations of the indigenous critique -- Conclusion: The dawn of everything
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.
The record
- Venue
- Topic
- Laser Design and Applications
- Field
- Engineering
- Canadian institutions
- not available
- Funders
- not available
- Keywords
- HumanityIndigenousPoliticsMythologyThe ImaginaryState (computer science)DemocracyPrivate property
- Has abstract in OpenAlex
- yes