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Claims › surge-reduced-violence

The 2007 increase in US troop levels in Iraq, the surge, reduced violence in Iraq.

Submitted as: “The surge worked”. The wording above is what the engine scored; the difference is shown so it can be judged.

Supported p = 0.851

Consensus of 5 models: median log-odds per sub-claim (+1.74), re-aggregated through the tree. Weakest-leaf evidence mass 3.50. Mean pairwise disagreement 1.41 log-odds; the models do not agree on the label.

Profile public · rubric 1.2.0 · parameters custom (not the locked defaults; not comparable to published verdicts) · tree by hand · scored 2026-09-17 · live spend on this run $0.01 (cache hits are free) · download the dataset (JSON)

Verdict per model

Every model scored the same evidence pool with the same rubric. Differences below are differences of judgment, not of retrieval. "Cold" is the model's own probability with no evidence shown, asked once; on a historical claim that is recall, not a forecast.

ModelVerdictplog-oddscold prubric − cold (log-odds)polarity flagslive cost
anthropic/claude-haiku-4.5 Supported 0.875 +1.95 0.45 +2.15 0 / 10 $0.00
openai/gpt-5.4-mini Supported 0.895 +2.14 0.95 -0.80 3 / 10 $0.00
google/gemini-3.5-flash-lite Leans supported 0.848 +1.72 0.75 +0.62 2 / 10 $0.00
deepseek/deepseek-v4.1-flash Leans supported 0.683 +0.77 0.75 -0.33 1 / 10 $0.00
x-ai/grok-4.3 Leans supported 0.775 +1.24 0.68 +0.49 0 / 10 $0.00
claude-haiku-4.50.875
gpt-5.4-mini0.895
gemini-3.5-flash-lite0.848
deepseek-v4.1-flash0.683
grok-4.30.775

Bar: probability under the rubric. Tick: the same model asked cold, no evidence.

claude-haiku-4.5, cold rationale: The outcome is well-documented: violence did decline substantially from 2007-2008 compared to 2006-2007 levels. However, the causal claim remains contested among scholars and analysts; while the surge likely contributed, isolating its effect from concurrent factors (Anbar Awakening, Sadrist ceasefire, sectarian sorting) is methodologically difficult, and many experts attribute significant weight to these alternative explanations.

gpt-5.4-mini, cold rationale: Civilian deaths and attacks in Iraq did fall sharply from 2006/early-2007 to mid-2008. The surge, together with new counterinsurgency tactics, was a major contributor to that decline, though it was not the only cause and other factors like the Anbar Awakening and the Sadrist ceasefire also mattered.

gemini-3.5-flash-lite, cold rationale: There is overwhelming consensus that violence fell dramatically in Iraq between 2007 and 2008, though historians and analysts vigorously debate the exact degree to which the US troop surge caused this decline versus concurrent local factors like the Anbar Awakening.

deepseek-v4.1-flash, cold rationale: The outcome is well-documented: violence in Iraq fell sharply from mid-2007 to mid-2008. The causal attribution is more contested, since the surge coincided with the Anbar Awakening, the Sadrist ceasefire, and sectarian displacement, though most analysts credit the surge and changed tactics with a substantial independent role.

grok-4.3, cold rationale: Violence indicators show a clear drop after mid-2007, but the surge's independent causal contribution beyond the Awakening, Sadrist ceasefire, and completed ethnic cleansing is contested in the historical literature.

Public dial: re-score at strictness 0.8 · 0.2. Zero model calls; the verdict of record does not change.

Decomposition

The claim as a tree of checkable parts. AND nodes multiply their children's probabilities, OR nodes combine them noisy-or. Parts tagged as values are excluded from scoring and shown as excluded.

NodeTextconsensus pclaude-haiku-4.5gpt-5.4-minigemini-3.5-flash-litedeepseek-v4.1-flashgrok-4.3
root and Violence in Iraq fell after the surge, and the surge was a major cause of the fall 0.851
outcome leaf Civilian deaths and attacks in Iraq fell substantially between mid-2007 and mid-2008 from their 2006 and early-2007 levels 0.968 0.989 1s 0.999 1s 0.968 1s 0.831 1s 0.882 1s
cause leaf The 2007 increase in US troop levels and the accompanying change in tactics was a major cause of the 2007-2008 decline in violence in Iraq, beyond what the Anbar Awakening, the Sadrist ceasefire and the completion of sectarian displacement in Baghdad would have produced on their own 0.879 0.885 1s 0.896 1s 0.876 0.821 0.879 1s

Flags: 1s the pool did not test the other side (directional mass below the floor); ins evidence mass below the floor.

What moved it

Per model, the five documents with the largest push on the log-odds, so a reader can say "a real record, the move makes sense" or "three copies of the same story" from the table alone. Push is the item's log-likelihood ratio after the contested shrink; the listed items' share of the total push is stated per sub-claim.

claude-haiku-4.5 · outcome: total push +4.47, listed +3.33, rubric − cold +2.74 · cause: total push +2.04, listed +0.67, rubric − cold +2.04
Sub-claimpushdirstrbasisqualitydirectrank in clusterSource
outcome+1.12+10.70finding0.901.001PLOS Medicine: Violent Deaths of Iraqi Civilians, 2003–2008: Analysis by Perpetrator, Weapon, Time, and L
outcome+0.78+10.70mixed0.901.001info.publicintelligence.net: 130269.pdf
outcome+0.78+10.90mixed0.701.001U.S. Department of State: Iraq
cause+0.67+10.70mixed0.901.001The Belfer Center for Science and International Affairs: Testing the Surge: Why Did Violence Decline in Iraq in 2007?
outcome+0.65+10.75finding0.700.701globalsecurity.org: Operation Iraqi Freedom
gpt-5.4-mini · outcome: total push +6.72, listed +5.18, rubric − cold +2.12 · cause: total push +2.15, listed +0.00, rubric − cold -0.04
Sub-claimpushdirstrbasisqualitydirectrank in clusterSource
outcome+1.18+10.94finding0.900.701iraqbodycount.org: Post-surge violence: its extent and nature :: Iraq Body Count
outcome+1.13+10.90finding0.900.701info.publicintelligence.net: 130269.pdf
outcome+1.13+10.90finding0.900.701U.S. Department of State: Iraq
outcome+0.88+10.70mixed0.901.001congress.gov: RS22537.12.pdf
outcome+0.84+10.86finding0.700.701globalsecurity.org: Operation Iraqi Freedom
gemini-3.5-flash-lite · outcome: total push +3.41, listed +2.11, rubric − cold -1.19 · cause: total push +1.95, listed +0.71, rubric − cold +0.86
Sub-claimpushdirstrbasisqualitydirectrank in clusterSource
cause-1.42-10.90finding0.901.001jmss.org: Revisiting the 2007 Surge in Iraq
cause+1.42+10.90finding0.901.001The Belfer Center for Science and International Affairs: Giving the Surge Partial Credit for Iraq's 2007 Reduction in Violence
outcome+1.24+11.00finding0.901.001U.S. Department of State: Iraq
outcome+0.87+10.90finding0.701.001iraqbodycount.org: Post-surge violence: its extent and nature :: Iraq Body Count
cause+0.71+10.90finding0.901.002The Belfer Center for Science and International Affairs: Testing the Surge: Why Did Violence Decline in Iraq in 2007?
deepseek-v4.1-flash · outcome: total push +1.60, listed +1.13, rubric − cold -1.88 · cause: total push +1.53, listed +1.44, rubric − cold +0.68
Sub-claimpushdirstrbasisqualitydirectrank in clusterSource
cause+1.21+10.80finding0.901.001The Belfer Center for Science and International Affairs: Testing the Surge: Why Did Violence Decline in Iraq in 2007?
outcome+0.84+10.80finding0.901.001U.S. Department of State: Iraq
cause+0.71+10.75mixed0.801.001The Belfer Center for Science and International Affairs: Giving the Surge Partial Credit for Iraq's 2007 Reduction in Violence
cause-0.48-10.70finding0.900.902jmss.org: Revisiting the 2007 Surge in Iraq
outcome+0.29+10.50finding0.700.701globalsecurity.org: Operation Iraqi Freedom
grok-4.3 · outcome: total push +2.01, listed +1.70, rubric − cold -0.18 · cause: total push +1.98, listed +2.32, rubric − cold +1.58
Sub-claimpushdirstrbasisqualitydirectrank in clusterSource
cause+1.16+10.80finding0.901.001The Belfer Center for Science and International Affairs: Giving the Surge Partial Credit for Iraq's 2007 Reduction in Violence
cause+1.16+10.80finding0.901.001The Belfer Center for Science and International Affairs: Testing the Surge: Why Did Violence Decline in Iraq in 2007?
outcome+0.72+10.80finding0.900.701U.S. Department of State: Iraq
outcome+0.49+10.70finding0.700.701iraqbodycount.org: Post-surge violence: its extent and nature :: Iraq Body Count
outcome+0.49+10.70finding0.700.701globalsecurity.org: Operation Iraqi Freedom

Rubric versus the model's cold opinion

Each model was also asked, with no evidence and no search, for its probability that the claim is true. The difference between that and the rubric's number is what the structure changed. On a claim resolved before a model's training cutoff the cold number is recall, so this is not a forecasting score.

Modelcold prubric prubric verdictΔ log-oddsoutcome: cold → rubriccause: cold → rubric
claude-haiku-4.50.450.875Supported+2.150.85 → 0.990.50 → 0.89
gpt-5.4-mini0.950.895Supported-0.800.99 → 1.000.90 → 0.90
gemini-3.5-flash-lite0.750.848Leans supported+0.620.99 → 0.970.75 → 0.88
deepseek-v4.1-flash0.750.683Leans supported-0.330.97 → 0.830.70 → 0.82
grok-4.30.680.775Leans supported+0.490.90 → 0.880.60 → 0.88
median0.750.851Supported+0.64

Divergence between models

Same pool, same rubric, different judgment. Spread is max − min log-odds across models on a sub-claim.

Sub-claimclaude-haiku-4.5gpt-5.4-minigemini-3.5-flash-litedeepseek-v4.1-flashgrok-4.3medianspreadmean pairwise
outcome+4.47+6.72+3.41+1.60+2.01+3.415.122.54
cause+2.04+2.15+1.95+1.53+1.98+1.980.630.27

Documents the models rated most differently for source quality

Sourceclaude-haiku-4.5gpt-5.4-minigemini-3.5-flash-litedeepseek-v4.1-flashgrok-4.3spread
Wikimedia Foundation, Inc.: Lancet surveys of Iraq War casualties - Wikipedia0.900.500.500.500.500.40
Internet Archive: Iraqi Civilian Deaths Estimates : Hannah Fischer 2008 : Free Download, Borrow, a0.900.500.900.900.700.40
archive.smallwarsjournal.com: Why Did Violence Decline During the US “Surge” in Iraq?0.500.500.300.600.400.30
iraqbodycount.org: Post-surge violence: its extent and nature :: Iraq Body Count0.700.900.700.800.700.20
iraqbodycount.org: Iraq Body Count0.700.900.700.700.700.20
costsofwar.watson.brown.edu: Crawford-Civilian-Death-and-Injury-Iraq-War-2003-2013.pdf0.700.900.900.800.700.20
congress.gov: RS22537.12.pdf0.700.900.900.900.800.20
globalsecurity.org: Measuring Stability and Security in Iraq - June 20070.900.700.900.900.900.20

Documents the models read in different directions

Value is direction × strength for the named sub-claim.

SourceSub-claimclaude-haiku-4.5gpt-5.4-minigemini-3.5-flash-litedeepseek-v4.1-flashgrok-4.3spread
archive.smallwarsjournal.com: Why Did Violence Decline During the US “Surge” in Iraq?cause+0.70-0.80-0.80-0.60-0.601.50
info.publicintelligence.net: 130269.pdfoutcome+0.70+0.90+0.00+0.00+0.000.90
pritzkermilitary.org: Iraq Warcause+0.60+0.84+0.00+0.00+0.000.84
iraqbodycount.org: Iraq Body Countoutcome+0.00+0.80+0.00+0.00+0.000.80
PLOS Medicine: Violent Deaths of Iraqi Civilians, 2003–2008: Analysis by Perpetrator, Weapon, Toutcome+0.70+0.80+0.00+0.00+0.000.80
Council on Foreign Relations: Iraq Security Statistics | Council on Foreign Relationsoutcome+0.70+0.74+0.80+0.50+0.000.80
Wikimedia Foundation, Inc.: Iraqi insurgency (2003–2011) - Wikipediaoutcome+0.70+0.80+0.00+0.50+0.700.80
Wikimedia Foundation, Inc.: Report to Congress on the Situation in Iraq - Wikipediacause+0.60+0.60+0.80+0.50+0.000.80

Evidence

One shared pool, retrieved once. Each row is a document; the cluster root is what the retrieval model judged it rests on. The first document in a cluster counts in full and each further one is discounted, so a hundred articles citing one study do not outweigh one independent record. Per-model columns give the signed push (llr) that model's judgments produced; the full per-model tables with quality, directness, weight and independence are below each sub-claim.

outcome Civilian deaths and attacks in Iraq fell substantially between mid-2007 and mid-2008 from their 2006 and early-2007 levels

22 documents. One-sided pool for claude-haiku-4.5, gpt-5.4-mini, gemini-3.5-flash-lite, deepseek-v4.1-flash, grok-4.3.

#SourceCluster rootbasismedian llrclaude-haiku-4.5gpt-5.4-minigemini-3.5-flash-litedeepseek-v4.1-flashgrok-4.3
1 U.S. Department of State 2009-02-25
Iraq
primary_source: international mission for iraqi elections finding +1.13 +0.88 +1.13 +1.80 +1.44 +1.01
2 globalsecurity.org 2026-01-01
Operation Iraqi Freedom
study: dod march 2008 report finding +0.73 +0.73 +0.84 +0.78 +0.49 +0.69
3 iraqbodycount.org 2008-12-28
Post-surge violence: its extent and nature :: Iraq Body Count
dataset: iraq body count finding +0.69 +0.22 +1.18 +1.26 +0.39 +0.69
4 Council on Foreign Relations 2007-09-12
Iraq Security Statistics | Council on Foreign Relations
primary_source: gen david petraeus testimony september 2007 assertion +0.27 +0.27 +0.29 +0.78 +0.20 +0.00
5 Wikimedia Foundation, Inc. 2004-01-13
Iraqi insurgency (2003–2011) - Wikipedia
primary_source: wikipedia assertion +0.13 +0.20 +0.13 +0.00 +0.08 +0.20
6 TIME 2008-12-27
Iraq Report: Civilian Deaths Decrease
dataset: iraq body count finding +0.12 +0.59 +0.08 +0.32 +0.12 +0.12
7 iraqbodycount.org 2017-02-28
Iraq Body Count
dataset: iraq body count finding +0.00 +0.00 +0.50 +0.00 +0.00 +0.00
8 Columbia Journalism Review 2015-07-07
Are journalists lowballing the number of Iraqi war dead?
dataset: iraq body count assertion +0.00 +0.00 +0.00 +0.00 +0.00 +0.00
9 info.publicintelligence.net
130269.pdf
dataset: brookings iraq index assertion +0.00 +0.88 +1.13 +0.00 +0.00 +0.00
10 costsofwar.watson.brown.edu
Crawford-Civilian-Death-and-Injury-Iraq-War-2003-2013.pdf
dataset: iraq body count assertion +0.00 +0.00 +0.00 +0.00 +0.00 +0.00
11 congress.gov
RS22537.12.pdf
primary_source: congressional research service mixed +0.00 +0.00 +0.88 +0.00 +0.00 +0.00
12 PLOS Medicine 2011-02-15
Violent Deaths of Iraqi Civilians, 2003–2008: Analysis by Perpetrator, Weapon, Time, and Location
dataset: iraq body count finding +0.00 +1.26 +0.25 +0.00 +0.00 +0.00
13 Wikimedia Foundation, Inc. 2004-11-08
Lancet surveys of Iraq War casualties - Wikipedia
study: lancet 2004 iraq mortality survey assertion +0.00 +0.00 +0.00 +0.00 +0.00 +0.00
14 iraqbodycount.org 2013-03-19
The War in Iraq: 10 years and counting :: Iraq Body Count
dataset: iraq body count assertion +0.00 +0.00 +0.01 +0.00 +0.00 +0.00
15 globalsecurity.org 2026-01-01
Measuring Stability and Security in Iraq
primary_source: department of defense assertion +0.00 +0.00 +0.27 +0.00 +0.00 +0.12
16 Wikimedia Foundation, Inc. 2003-03-27
Iraq Body Count project - Wikipedia
dataset: iraq body count assertion +0.00 +0.00 +0.00 +0.00 +0.00 +0.00
17 The Guardian 2008-03-19
What is the real death toll in Iraq? Jonathan Steele and Suzanne Goldenberg report
primary_source: department of defense assertion +0.00 +0.00 +0.00 +0.00 +0.00 +0.00
18 Internet Archive 2010-01-29
Iraqi Civilian Deaths Estimates : Hannah Fischer 2008 : Free Download, Borrow, and Streaming : Internet Archiv
dataset: iraq body count assertion +0.00 +0.00 +0.00 +0.00 +0.00 +0.00
19 Wikimedia Foundation, Inc. 2003-03-27
Casualties of the Iraq War - Wikipedia
study: lancet 2006 assertion +0.00 +0.00 +0.00 +0.00 +0.00 +0.00
20 archive.globalpolicy.org 2006-10-21
Mortality in Iraq
study: lancet 2006 assertion +0.00 +0.00 +0.00 +0.00 +0.00 +0.00
21 Wikimedia Foundation, Inc. 2003-03-21
Iraq War - Wikipedia
primary_source: wikipedia assertion +0.00 +0.00 +0.00 +0.00 +0.00 +0.00
22 Human Rights Watch 2009-01-12
World Report 2009: Rights Trends in Iraq
primary_source: human rights watch assertion +0.00 +0.00 +0.00 +0.00 +0.00 +0.00
claude-haiku-4.5 on outcome: p 0.989, log-odds +4.47, mass 4.29 (for 3.32 / against 0.00 / mixed 0.42), contested shrink ×0.89, 22 items in 13 clusters, leave-one-cluster-out spread 0.063 · one-sided

Clusters

clusterrootmembersmassnet llr
outcome:c1dataset: iraq body count81.45+2.08
outcome:c2dataset: brookings iraq index10.63+0.88
outcome:c3primary_source: international mission for iraqi elections10.49+0.88
outcome:c4study: dod march 2008 report10.49+0.73
outcome:c5primary_source: congressional research service10.34+0.00
outcome:c6primary_source: wikipedia20.18+0.20
outcome:c7primary_source: gen david petraeus testimony september 200710.20+0.27
outcome:c8primary_source: department of defense10.14+0.00
outcome:c9study: lancet 200620.10+0.00
outcome:c10primary_source: human rights watch10.11+0.00
outcome:c11study: lancet 2004 iraq mortality survey10.07+0.00
outcome:c12dataset: iraq body count10.04+0.00
outcome:c13primary_source: department of defense10.04+0.00

Items (cluster order, strongest first)

#clusterrankdirstrbasisqualitydirectweightindepllrflagsource
1outcome:c11+10.70finding ×1.000.901.000.9001.000+1.26PLOS Medicine
2outcome:c12+10.85finding ×1.000.701.000.7000.500+0.59uncheckedTIME
3outcome:c13+10.90finding ×1.000.700.700.4900.250+0.22uncheckediraqbodycount.org
4outcome:c14+00.00finding ×1.000.700.700.4900.125+0.00uncheckediraqbodycount.org
5outcome:c15+00.00assertion ×0.400.700.700.1960.062+0.00costsofwar.watson.brown.edu
6outcome:c16+00.00assertion ×0.400.700.700.1960.031+0.00uncheckediraqbodycount.org
7outcome:c17+00.00assertion ×0.400.700.200.0560.016+0.00uncheckedWikimedia Foundation, Inc.
8outcome:c18+00.00assertion ×0.400.900.000.0000.008+0.00Internet Archive
9outcome:c21+10.70mixed ×0.700.901.000.6301.000+0.88info.publicintelligence.net
10outcome:c31+10.90mixed ×0.700.701.000.4901.000+0.88uncheckedU.S. Department of State
11outcome:c41+10.75finding ×1.000.700.700.4901.000+0.73globalsecurity.org
12outcome:c51+00.00mixed ×0.700.700.700.3431.000+0.00uncheckedcongress.gov
13outcome:c61+10.70assertion ×0.400.500.700.1401.000+0.20uncheckedWikimedia Foundation, Inc.
14outcome:c62+00.00assertion ×0.400.500.400.0800.500+0.00uncheckedWikimedia Foundation, Inc.
15outcome:c71+10.70assertion ×0.400.700.700.1961.000+0.27uncheckedCouncil on Foreign Relations
16outcome:c81+00.00assertion ×0.400.900.400.1441.000+0.00uncheckedglobalsecurity.org
17outcome:c91+00.00assertion ×0.400.500.400.0801.000+0.00uncheckedWikimedia Foundation, Inc.
18outcome:c92+00.00assertion ×0.400.500.200.0400.500+0.00archive.globalpolicy.org
19outcome:c101+00.00assertion ×0.400.700.400.1121.000+0.00uncheckedHuman Rights Watch
20outcome:c111+00.00assertion ×0.400.900.200.0721.000+0.00Wikimedia Foundation, Inc.
21outcome:c121+00.00assertion ×0.400.500.200.0401.000+0.00uncheckedColumbia Journalism Review
22outcome:c131+00.00assertion ×0.400.500.200.0401.000+0.00uncheckedThe Guardian
gpt-5.4-mini on outcome: p 0.999, log-odds +6.72, mass 4.35 (for 4.02 / against 0.00 / mixed 0.00), 22 items in 13 clusters, leave-one-cluster-out spread 0.008 · one-sided

Clusters

clusterrootmembersmassnet llr
outcome:c1primary_source: iraq body count81.17+2.03
outcome:c2dataset: brookings iraq index10.63+1.13
outcome:c3primary_source: congressional research service10.63+0.88
outcome:c4primary_source: international mission for iraqi elections10.63+1.13
outcome:c5study: dod march 2008 report10.49+0.84
outcome:c6primary_source: gen david petraeus testimony september 200710.20+0.29
outcome:c7primary_source: department of defense10.20+0.27
outcome:c8primary_source: wikipedia20.12+0.13
outcome:c9primary_source: human rights watch10.11+0.00
outcome:c10study: lancet 200620.06+0.00
outcome:c11dataset: iraq body count10.04+0.00
outcome:c12study: lancet 2004 iraq mortality survey10.04+0.00
outcome:c13primary_source: department of defense10.04+0.00

Items (cluster order, strongest first)

#clusterrankdirstrbasisqualitydirectweightindepllrflagsource
1outcome:c11+10.94finding ×1.000.900.700.6301.000+1.18uncheckediraqbodycount.org
2outcome:c12+10.80finding ×1.000.900.700.6300.500+0.50uncheckediraqbodycount.org
3outcome:c13+10.80finding ×1.000.900.700.6300.250+0.25⚠ polarityPLOS Medicine
4outcome:c14+10.90finding ×1.000.500.700.3500.125+0.08uncheckedTIME
5outcome:c15+10.30finding ×1.000.700.400.2800.062+0.01uncheckediraqbodycount.org
6outcome:c16+10.20assertion ×0.400.900.400.1440.031+0.00⚠ polaritycostsofwar.watson.brown.edu
7outcome:c17+00.00mixed ×0.700.500.400.1400.016+0.00uncheckedWikimedia Foundation, Inc.
8outcome:c18+00.00assertion ×0.400.500.200.0400.008+0.00Internet Archive
9outcome:c21+10.90finding ×1.000.900.700.6301.000+1.13info.publicintelligence.net
10outcome:c31+10.70mixed ×0.700.901.000.6301.000+0.88uncheckedcongress.gov
11outcome:c41+10.90finding ×1.000.900.700.6301.000+1.13uncheckedU.S. Department of State
12outcome:c51+10.86finding ×1.000.700.700.4901.000+0.84⚠ polarityglobalsecurity.org
13outcome:c61+10.74assertion ×0.400.700.700.1961.000+0.29uncheckedCouncil on Foreign Relations
14outcome:c71+10.70mixed ×0.700.700.400.1961.000+0.27uncheckedglobalsecurity.org
15outcome:c81+10.80assertion ×0.400.500.400.0801.000+0.13uncheckedWikimedia Foundation, Inc.
16outcome:c82+00.00assertion ×0.400.500.400.0800.500+0.00uncheckedWikimedia Foundation, Inc.
17outcome:c91+00.00assertion ×0.400.700.400.1121.000+0.00uncheckedHuman Rights Watch
18outcome:c101+00.00assertion ×0.400.500.200.0401.000+0.00uncheckedWikimedia Foundation, Inc.
19outcome:c102+00.00assertion ×0.400.500.200.0400.500+0.00archive.globalpolicy.org
20outcome:c111+00.00assertion ×0.400.500.200.0401.000+0.00uncheckedColumbia Journalism Review
21outcome:c121+00.00assertion ×0.400.500.200.0401.000+0.00Wikimedia Foundation, Inc.
22outcome:c131+00.00assertion ×0.400.500.200.0401.000+0.00uncheckedThe Guardian
gemini-3.5-flash-lite on outcome: p 0.968, log-odds +3.41, mass 4.71 (for 2.75 / against 0.00 / mixed 1.24), contested shrink ×0.69, 22 items in 13 clusters, leave-one-cluster-out spread 0.100 · one-sided

Clusters

clusterrootmembersmassnet llr
outcome:c1primary_source: iraq body count81.00+1.57
outcome:c2primary_source: international mission for iraqi elections10.90+1.80
outcome:c3primary_source: congressional research service10.63+0.00
outcome:c4primary_source: gen david petraeus testimony september 200710.49+0.78
outcome:c5study: dod march 2008 report10.49+0.78
outcome:c6dataset: brookings iraq index10.36+0.00
outcome:c7primary_source: wikipedia20.21+0.00
outcome:c8primary_source: department of defense10.25+0.00
outcome:c9primary_source: human rights watch10.20+0.00
outcome:c10study: lancet 200620.10+0.00
outcome:c11dataset: iraq body count10.04+0.00
outcome:c12study: lancet 2004 iraq mortality survey10.04+0.00
outcome:c13primary_source: department of defense10.00+0.00

Items (cluster order, strongest first)

#clusterrankdirstrbasisqualitydirectweightindepllrflagsource
1outcome:c11+10.90finding ×1.000.701.000.7001.000+1.26uncheckediraqbodycount.org
2outcome:c12+10.90finding ×1.000.500.700.3500.500+0.32uncheckedTIME
3outcome:c13+00.00finding ×1.000.700.400.2800.250+0.00uncheckediraqbodycount.org
4outcome:c14+00.00mixed ×0.700.900.400.2520.125+0.00PLOS Medicine
5outcome:c15+00.00mixed ×0.700.900.400.2520.062+0.00uncheckediraqbodycount.org
6outcome:c16+00.00mixed ×0.700.900.200.1260.031+0.00costsofwar.watson.brown.edu
7outcome:c17+00.00assertion ×0.400.500.400.0800.016+0.00uncheckedWikimedia Foundation, Inc.
8outcome:c18+00.00assertion ×0.400.900.000.0000.008+0.00Internet Archive
9outcome:c21+11.00finding ×1.000.901.000.9001.000+1.80uncheckedU.S. Department of State
10outcome:c31+00.00mixed ×0.700.901.000.6301.000+0.00uncheckedcongress.gov
11outcome:c41+10.80finding ×1.000.700.700.4901.000+0.78uncheckedCouncil on Foreign Relations
12outcome:c51+10.80finding ×1.000.700.700.4901.000+0.78globalsecurity.org
13outcome:c61+00.00assertion ×0.400.901.000.3601.000+0.00⚠ polarityinfo.publicintelligence.net
14outcome:c71+00.00mixed ×0.700.500.400.1401.000+0.00uncheckedWikimedia Foundation, Inc.
15outcome:c72+00.00mixed ×0.700.500.400.1400.500+0.00uncheckedWikimedia Foundation, Inc.
16outcome:c81+00.00assertion ×0.400.900.700.2521.000+0.00uncheckedglobalsecurity.org
17outcome:c91+00.00mixed ×0.700.700.400.1961.000+0.00uncheckedHuman Rights Watch
18outcome:c101+00.00mixed ×0.700.300.400.0841.000+0.00uncheckedWikimedia Foundation, Inc.
19outcome:c102+00.00assertion ×0.400.500.200.0400.500+0.00archive.globalpolicy.org
20outcome:c111+00.00assertion ×0.400.500.200.0401.000+0.00uncheckedColumbia Journalism Review
21outcome:c121+00.00assertion ×0.400.500.200.0401.000+0.00Wikimedia Foundation, Inc.
22outcome:c131+00.00mixed ×0.700.700.000.0001.000+0.00uncheckedThe Guardian
deepseek-v4.1-flash on outcome: p 0.831, log-odds +1.60, mass 3.94 (for 2.07 / against 0.00 / mixed 1.46), contested shrink ×0.59, 22 items in 13 clusters, leave-one-cluster-out spread 0.193 · one-sided

Clusters

clusterrootmembersmassnet llr
outcome:c1dataset: iraq body count81.08+0.51
outcome:c2primary_source: international mission for iraqi elections10.90+1.44
outcome:c3study: dod march 2008 report10.49+0.49
outcome:c4primary_source: congressional research service10.32+0.00
outcome:c5dataset: brookings iraq index10.25+0.00
outcome:c6primary_source: department of defense10.25+0.00
outcome:c7primary_source: gen david petraeus testimony september 200710.20+0.20
outcome:c8primary_source: wikipedia20.10+0.08
outcome:c9study: lancet 200620.10+0.00
outcome:c10primary_source: human rights watch10.11+0.00
outcome:c11primary_source: department of defense10.06+0.00
outcome:c12dataset: iraq body count10.04+0.00
outcome:c13study: lancet 2004 iraq mortality survey10.04+0.00

Items (cluster order, strongest first)

#clusterrankdirstrbasisqualitydirectweightindepllrflagsource
1outcome:c11+00.00finding ×1.000.900.700.6301.000+0.00PLOS Medicine
2outcome:c12+10.70finding ×1.000.800.700.5600.500+0.39uncheckediraqbodycount.org
3outcome:c13+10.50finding ×1.000.700.700.4900.250+0.12uncheckedTIME
4outcome:c14+00.00finding ×1.000.700.400.2800.125+0.00uncheckediraqbodycount.org
5outcome:c15+00.00assertion ×0.400.900.400.1440.062+0.00Internet Archive
6outcome:c16+00.00assertion ×0.400.800.400.1280.031+0.00costsofwar.watson.brown.edu
7outcome:c17+00.00assertion ×0.400.700.400.1120.016+0.00uncheckediraqbodycount.org
8outcome:c18+00.00assertion ×0.400.500.200.0400.008+0.00uncheckedWikimedia Foundation, Inc.
9outcome:c21+10.80finding ×1.000.901.000.9001.000+1.44uncheckedU.S. Department of State
10outcome:c31+10.50finding ×1.000.700.700.4901.000+0.49globalsecurity.org
11outcome:c41+00.00assertion ×0.400.900.900.3241.000+0.00uncheckedcongress.gov
12outcome:c51+00.00assertion ×0.400.900.700.2521.000+0.00info.publicintelligence.net
13outcome:c61+00.00assertion ×0.400.900.700.2521.000+0.00uncheckedglobalsecurity.org
14outcome:c71+10.50assertion ×0.400.700.700.1961.000+0.20uncheckedCouncil on Foreign Relations
15outcome:c81+10.50assertion ×0.400.500.400.0801.000+0.08uncheckedWikimedia Foundation, Inc.
16outcome:c82+00.00assertion ×0.400.500.200.0400.500+0.00uncheckedWikimedia Foundation, Inc.
17outcome:c91+00.00assertion ×0.400.500.400.0801.000+0.00uncheckedWikimedia Foundation, Inc.
18outcome:c92+00.00assertion ×0.400.500.200.0400.500+0.00archive.globalpolicy.org
19outcome:c101+00.00assertion ×0.400.700.400.1121.000+0.00uncheckedHuman Rights Watch
20outcome:c111+00.00assertion ×0.400.700.200.0561.000+0.00uncheckedThe Guardian
21outcome:c121+00.00assertion ×0.400.500.200.0401.000+0.00uncheckedColumbia Journalism Review
22outcome:c131+00.00assertion ×0.400.500.200.0401.000+0.00Wikimedia Foundation, Inc.
grok-4.3 on outcome: p 0.882, log-odds +2.01, mass 3.10 (for 1.98 / against 0.00 / mixed 0.79), contested shrink ×0.72, 22 items in 13 clusters, leave-one-cluster-out spread 0.124 · one-sided

Clusters

clusterrootmembersmassnet llr
outcome:c1primary_source: iraq body count80.79+0.81
outcome:c2primary_source: international mission for iraqi elections10.63+1.01
outcome:c3study: dod march 2008 report10.49+0.69
outcome:c4dataset: brookings iraq index10.36+0.00
outcome:c5primary_source: congressional research service10.22+0.00
outcome:c6primary_source: wikipedia20.18+0.20
outcome:c7primary_source: department of defense10.14+0.12
outcome:c8primary_source: gen david petraeus testimony september 200710.11+0.00
outcome:c9study: lancet 200620.08+0.00
outcome:c10primary_source: human rights watch10.06+0.00
outcome:c11primary_source: department of defense10.04+0.00
outcome:c12dataset: iraq body count10.00+0.00
outcome:c13study: lancet 2004 iraq mortality survey10.00+0.00

Items (cluster order, strongest first)

#clusterrankdirstrbasisqualitydirectweightindepllrflagsource
1outcome:c11+10.70finding ×1.000.700.700.4901.000+0.69uncheckediraqbodycount.org
2outcome:c12+00.00assertion ×0.400.901.000.3600.500+0.00PLOS Medicine
3outcome:c13+10.70finding ×1.000.500.700.3500.250+0.12uncheckedTIME
4outcome:c14+00.00assertion ×0.400.700.700.1960.125+0.00uncheckediraqbodycount.org
5outcome:c15+00.00assertion ×0.400.700.200.0560.062+0.00costsofwar.watson.brown.edu
6outcome:c16+00.00assertion ×0.400.500.200.0400.031+0.00uncheckedWikimedia Foundation, Inc.
7outcome:c17+00.00assertion ×0.400.700.000.0000.016+0.00uncheckediraqbodycount.org
8outcome:c18+00.00assertion ×0.400.700.000.0000.008+0.00Internet Archive
9outcome:c21+10.80finding ×1.000.900.700.6301.000+1.01uncheckedU.S. Department of State
10outcome:c31+10.70finding ×1.000.700.700.4901.000+0.69globalsecurity.org
11outcome:c41+00.00assertion ×0.400.901.000.3601.000+0.00info.publicintelligence.net
12outcome:c51+00.00assertion ×0.400.800.700.2241.000+0.00uncheckedcongress.gov
13outcome:c61+10.70assertion ×0.400.500.700.1401.000+0.20uncheckedWikimedia Foundation, Inc.
14outcome:c62+00.00assertion ×0.400.500.400.0800.500+0.00uncheckedWikimedia Foundation, Inc.
15outcome:c71+10.40assertion ×0.400.900.400.1441.000+0.12uncheckedglobalsecurity.org
16outcome:c81+00.00assertion ×0.400.700.400.1121.000+0.00uncheckedCouncil on Foreign Relations
17outcome:c91+00.00assertion ×0.400.500.400.0801.000+0.00uncheckedWikimedia Foundation, Inc.
18outcome:c92+00.00assertion ×0.400.500.000.0000.500+0.00archive.globalpolicy.org
19outcome:c101+00.00assertion ×0.400.700.200.0561.000+0.00uncheckedHuman Rights Watch
20outcome:c111+00.00assertion ×0.400.500.200.0401.000+0.00uncheckedThe Guardian
21outcome:c121+00.00assertion ×0.400.500.000.0001.000+0.00uncheckedColumbia Journalism Review
22outcome:c131+00.00assertion ×0.400.500.000.0001.000+0.00Wikimedia Foundation, Inc.

cause The 2007 increase in US troop levels and the accompanying change in tactics was a major cause of the 2007-2008 decline in violence in Iraq, beyond what the Anbar Awakening, the Sadrist ceasefire and the completion of sectarian displacement in Baghdad would have produced on their own

14 documents. One-sided pool for claude-haiku-4.5, gpt-5.4-mini, grok-4.3.

#SourceCluster rootbasismedian llrclaude-haiku-4.5gpt-5.4-minigemini-3.5-flash-litedeepseek-v4.1-flashgrok-4.3
1 The Belfer Center for Science and International Affairs 2012-07-09
Testing the Surge: Why Did Violence Decline in Iraq in 2007?
dataset: sigact finding +0.88 +0.88 +0.76 +0.81 +1.44 +1.44
2 The Belfer Center for Science and International Affairs 2012-10-09
Giving the Surge Partial Credit for Iraq's 2007 Reduction in Violence
primary_source: coalition participant interviews mixed +0.84 +0.62 +0.79 +1.62 +0.84 +1.44
3 jmss.org 2017-01-31
Revisiting the 2007 Surge in Iraq
dataset: sigact finding -0.50 -0.24 -0.16 -1.62 -0.57 -0.50
4 Center for Strategic and International Studies 2007-08-22
Iraq's Insurgency and Civil Violence
primary_source: csis assertion +0.24 +0.41 +0.24 +0.59 +0.06 +0.16
5 archive.smallwarsjournal.com 2013-04-02
Why Did Violence Decline During the US “Surge” in Iraq?
primary_source: small wars journal 2013 assertion -0.19 +0.20 -0.29 -0.19 -0.29 -0.19
6 Wikimedia Foundation, Inc. 2007-09-11
Report to Congress on the Situation in Iraq - Wikipedia
primary_source: report to congress on the situation in iraq 2007 assertion +0.17 +0.24 +0.17 +0.45 +0.14 +0.00
7 www.army.mil 2007-03-19
Iraq Security Plan Working
primary_source: american forces press service mixed +0.16 +0.41 +0.12 +0.49 +0.16 +0.12
8 Wikimedia Foundation, Inc. 2003-03-21
Iraq War - Wikipedia
primary_source: wikipedia assertion +0.03 +0.00 +0.13 +0.08 +0.03 +0.00
9 Wikimedia Foundation, Inc. 2005-08-03
Iraqi civil war (2006–2008) - Wikipedia
primary_source: george w bush 2007 assertion +0.00 +0.00 +0.10 +0.00 +0.00 +0.00
10 Princeton University 2026-01-01
Testing the surge: Why did violence decline in Iraq in 2007?
dataset: iraq body count assertion +0.00 +0.00 +0.00 +0.00 +0.00 +0.00
11 pritzkermilitary.org 2026-05-01
Iraq War
primary_source: pritzkermilitary org assertion +0.00 +0.17 +0.24 +0.00 +0.00 +0.00
12 Wikimedia Foundation, Inc. 2008-09-16
Anbar campaign (2003–2011) - Wikipedia
dataset: icasualties assertion +0.00 +0.00 +0.07 +0.00 +0.00 +0.00
13 Wikimedia Foundation, Inc. 2007-01-05
Iraq War troop surge - Wikipedia
primary_source: bob woodward the war within 2008 assertion +0.00 +0.00 +0.00 +0.00 +0.00 +0.00
14 globalsecurity.org 2007-01-03
Measuring Stability and Security in Iraq - June 2007
primary_source: department of defense report to congress june 2007 assertion +0.00 +0.00 +0.22 +0.00 +0.00 +0.00
claude-haiku-4.5 on cause: p 0.885, log-odds +2.04, mass 3.40 (for 2.23 / against 0.17 / mixed 0.75), contested shrink ×0.76, 14 items in 13 clusters, leave-one-cluster-out spread 0.085 · one-sided

Clusters

clusterrootmembersmassnet llr
cause:c1dataset: sigact20.80+0.64
cause:c2primary_source: coalition participant interviews10.44+0.62
cause:c3dataset: iraq body count10.36+0.00
cause:c4primary_source: american forces press service10.34+0.41
cause:c5primary_source: csis10.34+0.41
cause:c6primary_source: department of defense report to congress june 200710.25+0.00
cause:c7primary_source: report to congress on the situation in iraq 200710.20+0.24
cause:c8primary_source: pritzkermilitary org10.14+0.17
cause:c9primary_source: small wars journal 201310.14+0.20
cause:c10primary_source: bob woodward the war within 200810.14+0.00
cause:c11primary_source: george w bush 200710.08+0.00
cause:c12dataset: icasualties10.08+0.00
cause:c13primary_source: wikipedia10.08+0.00

Items (cluster order, strongest first)

#clusterrankdirstrbasisqualitydirectweightindepllrflagsource
1cause:c11+10.70mixed ×0.700.901.000.6301.000+0.88uncheckedThe Belfer Center for Science and International Affairs
2cause:c12-10.70mixed ×0.700.700.700.3430.500-0.24jmss.org
3cause:c21+10.70mixed ×0.700.900.700.4411.000+0.62The Belfer Center for Science and International Affairs
4cause:c31+00.00assertion ×0.400.901.000.3601.000+0.00uncheckedPrinceton University
5cause:c41+10.60mixed ×0.700.700.700.3431.000+0.41uncheckedwww.army.mil
6cause:c51+10.60mixed ×0.700.700.700.3431.000+0.41Center for Strategic and International Studies
7cause:c61+00.00assertion ×0.400.900.700.2521.000+0.00uncheckedglobalsecurity.org
8cause:c71+10.60assertion ×0.400.700.700.1961.000+0.24uncheckedWikimedia Foundation, Inc.
9cause:c81+10.60assertion ×0.400.500.700.1401.000+0.17uncheckedpritzkermilitary.org
10cause:c91+10.70assertion ×0.400.500.700.1401.000+0.20uncheckedarchive.smallwarsjournal.com
11cause:c101+00.00assertion ×0.400.500.700.1401.000+0.00uncheckedWikimedia Foundation, Inc.
12cause:c111+00.00assertion ×0.400.500.400.0801.000+0.00uncheckedWikimedia Foundation, Inc.
13cause:c121+00.00assertion ×0.400.500.400.0801.000+0.00uncheckedWikimedia Foundation, Inc.
14cause:c131+00.00assertion ×0.400.500.400.0801.000+0.00uncheckedWikimedia Foundation, Inc.
gpt-5.4-mini on cause: p 0.896, log-odds +2.15, mass 2.72 (for 2.11 / against 0.28 / mixed 0.25), contested shrink ×0.90, 14 items in 13 clusters, leave-one-cluster-out spread 0.093 · one-sided

Clusters

clusterrootmembersmassnet llr
cause:c1dataset: sigact20.54+0.60
cause:c2primary_source: coalition participant interviews10.44+0.79
cause:c3dataset: iraq body count10.25+0.00
cause:c4primary_source: department of defense report to congress june 200710.20+0.22
cause:c5primary_source: american forces press service10.20+0.12
cause:c6primary_source: csis10.20+0.24
cause:c7primary_source: small wars journal 201310.18-0.29
cause:c8primary_source: george w bush 200710.14+0.10
cause:c9primary_source: pritzkermilitary org10.14+0.24
cause:c10primary_source: report to congress on the situation in iraq 200710.14+0.17
cause:c11primary_source: wikipedia10.14+0.13
cause:c12dataset: icasualties10.08+0.07
cause:c13primary_source: bob woodward the war within 200810.08+0.00

Items (cluster order, strongest first)

#clusterrankdirstrbasisqualitydirectweightindepllrflagsource
1cause:c11+10.86mixed ×0.700.900.700.4411.000+0.76uncheckedThe Belfer Center for Science and International Affairs
2cause:c12-10.80assertion ×0.400.700.700.1960.500-0.16jmss.org
3cause:c21+10.90mixed ×0.700.900.700.4411.000+0.79The Belfer Center for Science and International Affairs
4cause:c31+00.00assertion ×0.400.900.700.2521.000+0.00uncheckedPrinceton University
5cause:c41+10.55assertion ×0.400.700.700.1961.000+0.22uncheckedglobalsecurity.org
6cause:c51+10.30assertion ×0.400.700.700.1961.000+0.12uncheckedwww.army.mil
7cause:c61+10.62assertion ×0.400.700.700.1961.000+0.24Center for Strategic and International Studies
8cause:c71-10.80assertion ×0.400.500.900.1801.000-0.29uncheckedarchive.smallwarsjournal.com
9cause:c81+10.35assertion ×0.400.500.700.1401.000+0.10uncheckedWikimedia Foundation, Inc.
10cause:c91+10.84assertion ×0.400.500.700.1401.000+0.24uncheckedpritzkermilitary.org
11cause:c101+10.60assertion ×0.400.500.700.1401.000+0.17uncheckedWikimedia Foundation, Inc.
12cause:c111+10.46assertion ×0.400.500.700.1401.000+0.13uncheckedWikimedia Foundation, Inc.
13cause:c121+10.40mixed ×0.700.300.400.0841.000+0.07uncheckedWikimedia Foundation, Inc.
14cause:c131+00.00assertion ×0.400.500.400.0801.000+0.00uncheckedWikimedia Foundation, Inc.
gemini-3.5-flash-lite on cause: p 0.876, log-odds +1.95, mass 4.43 (for 2.69 / against 1.02 / mixed 0.51), contested shrink ×0.88, 14 items in 13 clusters, leave-one-cluster-out spread 0.251

Clusters

clusterrootmembersmassnet llr
cause:c1dataset: sigact21.35-0.81
cause:c2primary_source: coalition participant interviews10.90+1.62
cause:c3primary_source: american forces press service10.49+0.49
cause:c4primary_source: csis10.49+0.59
cause:c5primary_source: report to congress on the situation in iraq 200710.28+0.45
cause:c6primary_source: department of defense report to congress june 200710.25+0.00
cause:c7primary_source: george w bush 200710.14+0.00
cause:c8primary_source: pritzkermilitary org10.12+0.00
cause:c9primary_source: small wars journal 201310.12-0.19
cause:c10dataset: icasualties10.08+0.00
cause:c11primary_source: wikipedia10.08+0.08
cause:c12dataset: iraq body count10.07+0.00
cause:c13primary_source: bob woodward the war within 200810.05+0.00

Items (cluster order, strongest first)

#clusterrankdirstrbasisqualitydirectweightindepllrflagsource
1cause:c11-10.90finding ×1.000.901.000.9001.000-1.62jmss.org
2cause:c12+10.90finding ×1.000.901.000.9000.500+0.81uncheckedThe Belfer Center for Science and International Affairs
3cause:c21+10.90finding ×1.000.901.000.9001.000+1.62The Belfer Center for Science and International Affairs
4cause:c31+10.50finding ×1.000.700.700.4901.000+0.49uncheckedwww.army.mil
5cause:c41+10.60finding ×1.000.700.700.4901.000+0.59⚠ polarityCenter for Strategic and International Studies
6cause:c51+10.80assertion ×0.400.701.000.2801.000+0.45uncheckedWikimedia Foundation, Inc.
7cause:c61+00.00assertion ×0.400.900.700.2521.000+0.00uncheckedglobalsecurity.org
8cause:c71+00.00assertion ×0.400.500.700.1401.000+0.00uncheckedWikimedia Foundation, Inc.
9cause:c81+00.00assertion ×0.400.301.000.1201.000+0.00uncheckedpritzkermilitary.org
10cause:c91-10.80assertion ×0.400.301.000.1201.000-0.19uncheckedarchive.smallwarsjournal.com
11cause:c101+00.00mixed ×0.700.300.400.0841.000+0.00uncheckedWikimedia Foundation, Inc.
12cause:c111+10.50assertion ×0.400.500.400.0801.000+0.08uncheckedWikimedia Foundation, Inc.
13cause:c121+00.00assertion ×0.400.900.200.0721.000+0.00uncheckedPrinceton University
14cause:c131+00.00assertion ×0.400.300.400.0481.000+0.00uncheckedWikimedia Foundation, Inc.
deepseek-v4.1-flash on cause: p 0.821, log-odds +1.53, mass 3.50 (for 2.02 / against 0.65 / mixed 0.50), contested shrink ×0.84, 14 items in 13 clusters, leave-one-cluster-out spread 0.156

Clusters

clusterrootmembersmassnet llr
cause:c1dataset: sigact21.31+0.87
cause:c2primary_source: coalition participant interviews10.56+0.84
cause:c3dataset: iraq body count10.36+0.00
cause:c4primary_source: small wars journal 201310.24-0.29
cause:c5primary_source: american forces press service10.20+0.16
cause:c6primary_source: department of defense report to congress june 200710.14+0.00
cause:c7primary_source: csis10.14+0.06
cause:c8primary_source: pritzkermilitary org10.14+0.00
cause:c9primary_source: report to congress on the situation in iraq 200710.14+0.14
cause:c10primary_source: george w bush 200710.08+0.00
cause:c11primary_source: bob woodward the war within 200810.08+0.00
cause:c12primary_source: wikipedia10.08+0.03
cause:c13dataset: icasualties10.03+0.00

Items (cluster order, strongest first)

#clusterrankdirstrbasisqualitydirectweightindepllrflagsource
1cause:c11+10.80finding ×1.000.901.000.9001.000+1.44uncheckedThe Belfer Center for Science and International Affairs
2cause:c12-10.70finding ×1.000.900.900.8100.500-0.57jmss.org
3cause:c21+10.75mixed ×0.700.801.000.5601.000+0.84⚠ polarityThe Belfer Center for Science and International Affairs
4cause:c31+00.00assertion ×0.400.901.000.3601.000+0.00uncheckedPrinceton University
5cause:c41-10.60assertion ×0.400.601.000.2401.000-0.29uncheckedarchive.smallwarsjournal.com
6cause:c51+10.40mixed ×0.700.700.400.1961.000+0.16uncheckedwww.army.mil
7cause:c61+00.00assertion ×0.400.900.400.1441.000+0.00uncheckedglobalsecurity.org
8cause:c71+10.20assertion ×0.400.900.400.1441.000+0.06Center for Strategic and International Studies
9cause:c81+00.00assertion ×0.400.500.700.1401.000+0.00uncheckedpritzkermilitary.org
10cause:c91+10.50assertion ×0.400.500.700.1401.000+0.14uncheckedWikimedia Foundation, Inc.
11cause:c101+00.00assertion ×0.400.500.400.0801.000+0.00uncheckedWikimedia Foundation, Inc.
12cause:c111+00.00assertion ×0.400.500.400.0801.000+0.00uncheckedWikimedia Foundation, Inc.
13cause:c121+10.20assertion ×0.400.500.400.0801.000+0.03uncheckedWikimedia Foundation, Inc.
14cause:c131+00.00assertion ×0.400.400.200.0321.000+0.00uncheckedWikimedia Foundation, Inc.
grok-4.3 on cause: p 0.879, log-odds +1.98, mass 3.69 (for 2.19 / against 0.48 / mixed 0.64), contested shrink ×0.81, 14 items in 13 clusters, leave-one-cluster-out spread 0.200 · one-sided

Clusters

clusterrootmembersmassnet llr
cause:c1dataset: sigact21.22+0.94
cause:c2primary_source: coalition participant interviews10.90+1.44
cause:c3dataset: iraq body count10.36+0.00
cause:c4primary_source: american forces press service10.20+0.12
cause:c5primary_source: csis10.20+0.16
cause:c6primary_source: small wars journal 201310.16-0.19
cause:c7primary_source: department of defense report to congress june 200710.14+0.00
cause:c8primary_source: george w bush 200710.14+0.00
cause:c9primary_source: report to congress on the situation in iraq 200710.14+0.00
cause:c10primary_source: pritzkermilitary org10.08+0.00
cause:c11primary_source: wikipedia10.08+0.00
cause:c12dataset: icasualties10.04+0.00
cause:c13primary_source: bob woodward the war within 200810.04+0.00

Items (cluster order, strongest first)

#clusterrankdirstrbasisqualitydirectweightindepllrflagsource
1cause:c11+10.80finding ×1.000.901.000.9001.000+1.44uncheckedThe Belfer Center for Science and International Affairs
2cause:c12-10.80finding ×1.000.900.700.6300.500-0.50jmss.org
3cause:c21+10.80finding ×1.000.901.000.9001.000+1.44The Belfer Center for Science and International Affairs
4cause:c31+00.00assertion ×0.400.901.000.3601.000+0.00uncheckedPrinceton University
5cause:c41+10.30mixed ×0.700.700.400.1961.000+0.12uncheckedwww.army.mil
6cause:c51+10.40assertion ×0.400.700.700.1961.000+0.16Center for Strategic and International Studies
7cause:c61-10.60assertion ×0.400.401.000.1601.000-0.19uncheckedarchive.smallwarsjournal.com
8cause:c71+00.00assertion ×0.400.900.400.1441.000+0.00uncheckedglobalsecurity.org
9cause:c81+00.00assertion ×0.400.500.700.1401.000+0.00uncheckedWikimedia Foundation, Inc.
10cause:c91+00.00assertion ×0.400.500.700.1401.000+0.00uncheckedWikimedia Foundation, Inc.
11cause:c101+00.00assertion ×0.400.500.400.0801.000+0.00uncheckedpritzkermilitary.org
12cause:c111+00.00assertion ×0.400.500.400.0801.000+0.00uncheckedWikimedia Foundation, Inc.
13cause:c121+00.00assertion ×0.400.500.200.0401.000+0.00uncheckedWikimedia Foundation, Inc.
14cause:c131+00.00assertion ×0.400.500.200.0401.000+0.00uncheckedWikimedia Foundation, Inc.

Retrieval and roots

Search backend ddg; queries by deepseek/deepseek-v4-pro-0813 (queries_v1); 60 unique URLs found; items by backend ddg 35. Fetch failures: unsupported content type application/octet-stream 2, HTTP 403 16, HTTP 203 1, HTTP 404 1, too little text 4, HTTP 202 1.

outcome: 40 hits, 33 candidates, 22 fetched, 22 in pool.
for: “Iraq civilian deaths decline 2007 2008 official statistics”; “Iraq security incidents drop mid-2007 mid-2008 report”
against: “Iraq violence remained high 2008 civilian casualties data”; “criticism Iraq death toll statistics undercount 2007 2008”

cause: 34 hits, 28 candidates, 14 fetched, 14 in pool.
for: “Iraq surge 2007 troop increase counterinsurgency violence decline statistical analysis”; “Baghdad security plan 2007 US troops sectarian violence reduction report”
against: “Iraq violence decline 2007 Anbar Awakening Sadr ceasefire displacement study”; “surge Iraq 2007 not main cause violence decline scholarly”

Roots by deepseek/deepseek-v4-pro-0813 (roots_v1, aliases merged by roots_canon_v2): 65 distinct root ids, 6 alias groups.

Alias groups
  • department of defense = us department of defense
  • lancet 2006 = lancet study 2006 = second lancet mortality study 2006
  • iraq body count = iraq body count database
  • iraq family health survey = iraq family health survey 2008
  • lancet 2006 iraq mortality survey = lancet iraq mortality survey 2006
  • sigact = sigacts

Parameter snapshot

The dials this dataset was scored with, custom. Definitions on the rubric page.

All dials
prior0.5
scale2.0
quality_exp1.0
directness_exp1.0
independence_discount0.5
basis_weights[1.0, 0.7, 0.4]
contested_pull1.0
mixed_directness_min0.5
side_mass_min0.5
cluster_rootsprimary
mass_min1.0
verdict_thresholds[0.15, 0.35, 0.65, 0.85]
and_leak0.0
or_leak0.0
max_pool_size25
polarity_sample0.2
queries_per_side2
results_per_query10
excerpt_chars2000
strictness0.5

What ran

  • Models: anthropic/claude-haiku-4.5, openai/gpt-5.4-mini, google/gemini-3.5-flash-lite, deepseek/deepseek-v4.1-flash, x-ai/grok-4.3
  • Schema 1.5.0, rubric 1.2.0, parameters custom, git unknown
  • Topic phrase shown to the blind quality prompt: “Violence levels in Iraq and US force posture, 2006-2008”
  • Live spend on this run: $0.01. Judgments are cached by (model, prompt version, content), so a re-run with the same inputs makes zero calls.
  • The dataset is the source of every number on this page.