M1 — Challenge Run

Challenge Vocabulary Directory

Built from the four global challenges — MIS, AIC, CLM, DCE. Output directory /vocab/challenge/. Activated in M1, M3, M4 and ADI.

Segments

337

Terms

Shared terms

Domains

Process

1. Ingest challenge text
2. Extract vocabulary
3. Classify into domains
4. Map taxonomy
5. Link ontology
6. Segment context

Polarity — dormant
Rod-sets — dormant
ADI layers — off

Output

Register this vocabulary

Registration gives the run an identity — name, origins, counts, palette — so it appears in the Library, opens in the Viewer, loads into the Circle Selector and persists across sessions.

Inputs

MIS Misinformation

93 terms · 11 shared

Semantic drift, framing pressure, and synthetic amplification erode shared meaning across time.

measurement · amplification · claim · provenance · circulation · credibility · surface · claims

AIC AI Credibility

90 terms · 11 shared

Hallucination, bias, calibration gaps, and adversarial fragility limit trust in generative systems.

measurement · provenance · benchmark · credibility · evidence · model · system · training

CLM Climate Change

93 terms · 16 shared

Warming, cryosphere loss, hydrological extremes, and mitigation pathways under measurable planetary constraints.

carbon · water · forcing · measurement · emissions · temperature · balance · circulation

DCE Data Centres & Energy Efficiency

88 terms · 14 shared

Compute demand, cooling, water use, and grid carbon intensity determine the physical cost of digital infrastructure.

carbon · water · grid · measurement · effectiveness · emissions · power · temperature

Dictionary — top 60 entries

Term	Branch	Domains	Challenges	Freq
carbon	concept	Climate, Data Centres	CLM DCE	8
water	concept	Climate, Data Centres	CLM DCE	6
forcing	metric	Climate	CLM	5
grid	actor	Climate, Data Centres	DCE	5
measurement	metric	AI Credibility, Climate, Data Centres, Misinformation	AIC CLM DCE MIS	5
amplification	mechanism	Misinformation	MIS	4
claim	concept	Misinformation	MIS	4
effectiveness	metric	Data Centres	DCE	4
emissions	effect	Climate, Data Centres	CLM DCE	4
power	concept	Data Centres	DCE	4
provenance	concept	AI Credibility, Misinformation	AIC MIS	4
temperature	metric	Climate, Data Centres	CLM DCE	4
usage	concept	Data Centres	DCE	4
usage effectiveness	metric	Data Centres	DCE	4
balance	metric	Climate	CLM	3
benchmark	evidence	AI Credibility	AIC	3
carbon intensity	metric	Climate, Data Centres	DCE	3
circulation	mechanism	Climate, Misinformation	CLM MIS	3
cooling	mechanism	Data Centres	DCE	3
credibility	concept	AI Credibility, Misinformation	AIC MIS	3
evidence	concept	AI Credibility	AIC	3
grid carbon	actor	Climate, Data Centres	DCE	3
intensity	metric	Data Centres	DCE	3
model	actor	AI Credibility	AIC	3
surface	concept	Climate, Misinformation	CLM MIS	3
system	actor	AI Credibility, Data Centres	AIC DCE	3
time	concept	Climate, Data Centres	CLM DCE	3
training	concept	AI Credibility, Data Centres	AIC DCE	3
atmospheric	concept	Climate	CLM	2
behaviour	concept	AI Credibility, Climate	AIC CLM	2
calibration	metric	AI Credibility	AIC	2
capability	concept	AI Credibility	AIC	2
change	concept	Climate	CLM	2
claims	concept	AI Credibility, Misinformation	AIC MIS	2
correction	concept	Misinformation	MIS	2
density	metric	Data Centres	DCE	2
distribution	mechanism	AI Credibility, Climate	AIC CLM	2
drift	mechanism	Misinformation	MIS	2
efficiency	concept	Data Centres	DCE	2
energy	concept	Climate, Data Centres	CLM DCE	2
facility	concept	Data Centres	DCE	2
fact-checking	concept	Misinformation	MIS	2
framing	mechanism	Misinformation	MIS	2
heat	concept	Climate, Data Centres	CLM DCE	2
mass	concept	Climate	CLM	2
mass balance	metric	Climate	CLM	2
ocean	concept	Climate	CLM	2
overhead	concept	Data Centres	DCE	2
power usage	concept	Data Centres	DCE	2
property	concept	Data Centres, Misinformation	DCE MIS	2
public	actor	AI Credibility, Misinformation	AIC MIS	2
rack	concept	Data Centres	DCE	2
radiative	concept	Climate	CLM	2
radiative forcing	metric	Climate	CLM	2
record	evidence	Misinformation	MIS	2
records	evidence	Climate, Misinformation	CLM MIS	2
registers	evidence	AI Credibility, Misinformation	AIC MIS	2
series	evidence	Climate, Data Centres	CLM DCE	2
shift	concept	Climate, Data Centres	CLM DCE	2
source	concept	Misinformation	MIS	2