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.
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.
| Model | Verdict | p | log-odds | cold p | rubric − cold (log-odds) | polarity flags | live 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-4.5, 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.
| Node | Text | consensus p | claude-haiku-4.5 | gpt-5.4-mini | gemini-3.5-flash-lite | deepseek-v4.1-flash | grok-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-claim | push | dir | str | basis | quality | direct | rank in cluster | Source |
|---|---|---|---|---|---|---|---|---|
outcome | +1.12 | +1 | 0.70 | finding | 0.90 | 1.00 | 1 | PLOS Medicine: Violent Deaths of Iraqi Civilians, 2003–2008: Analysis by Perpetrator, Weapon, Time, and L |
outcome | +0.78 | +1 | 0.70 | mixed | 0.90 | 1.00 | 1 | info.publicintelligence.net: 130269.pdf |
outcome | +0.78 | +1 | 0.90 | mixed | 0.70 | 1.00 | 1 | U.S. Department of State: Iraq |
cause | +0.67 | +1 | 0.70 | mixed | 0.90 | 1.00 | 1 | The Belfer Center for Science and International Affairs: Testing the Surge: Why Did Violence Decline in Iraq in 2007? |
outcome | +0.65 | +1 | 0.75 | finding | 0.70 | 0.70 | 1 | globalsecurity.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-claim | push | dir | str | basis | quality | direct | rank in cluster | Source |
|---|---|---|---|---|---|---|---|---|
outcome | +1.18 | +1 | 0.94 | finding | 0.90 | 0.70 | 1 | iraqbodycount.org: Post-surge violence: its extent and nature :: Iraq Body Count |
outcome | +1.13 | +1 | 0.90 | finding | 0.90 | 0.70 | 1 | info.publicintelligence.net: 130269.pdf |
outcome | +1.13 | +1 | 0.90 | finding | 0.90 | 0.70 | 1 | U.S. Department of State: Iraq |
outcome | +0.88 | +1 | 0.70 | mixed | 0.90 | 1.00 | 1 | congress.gov: RS22537.12.pdf |
outcome | +0.84 | +1 | 0.86 | finding | 0.70 | 0.70 | 1 | globalsecurity.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-claim | push | dir | str | basis | quality | direct | rank in cluster | Source |
|---|---|---|---|---|---|---|---|---|
cause | -1.42 | -1 | 0.90 | finding | 0.90 | 1.00 | 1 | jmss.org: Revisiting the 2007 Surge in Iraq |
cause | +1.42 | +1 | 0.90 | finding | 0.90 | 1.00 | 1 | The Belfer Center for Science and International Affairs: Giving the Surge Partial Credit for Iraq's 2007 Reduction in Violence |
outcome | +1.24 | +1 | 1.00 | finding | 0.90 | 1.00 | 1 | U.S. Department of State: Iraq |
outcome | +0.87 | +1 | 0.90 | finding | 0.70 | 1.00 | 1 | iraqbodycount.org: Post-surge violence: its extent and nature :: Iraq Body Count |
cause | +0.71 | +1 | 0.90 | finding | 0.90 | 1.00 | 2 | The 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-claim | push | dir | str | basis | quality | direct | rank in cluster | Source |
|---|---|---|---|---|---|---|---|---|
cause | +1.21 | +1 | 0.80 | finding | 0.90 | 1.00 | 1 | The Belfer Center for Science and International Affairs: Testing the Surge: Why Did Violence Decline in Iraq in 2007? |
outcome | +0.84 | +1 | 0.80 | finding | 0.90 | 1.00 | 1 | U.S. Department of State: Iraq |
cause | +0.71 | +1 | 0.75 | mixed | 0.80 | 1.00 | 1 | The Belfer Center for Science and International Affairs: Giving the Surge Partial Credit for Iraq's 2007 Reduction in Violence |
cause | -0.48 | -1 | 0.70 | finding | 0.90 | 0.90 | 2 | jmss.org: Revisiting the 2007 Surge in Iraq |
outcome | +0.29 | +1 | 0.50 | finding | 0.70 | 0.70 | 1 | globalsecurity.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-claim | push | dir | str | basis | quality | direct | rank in cluster | Source |
|---|---|---|---|---|---|---|---|---|
cause | +1.16 | +1 | 0.80 | finding | 0.90 | 1.00 | 1 | The Belfer Center for Science and International Affairs: Giving the Surge Partial Credit for Iraq's 2007 Reduction in Violence |
cause | +1.16 | +1 | 0.80 | finding | 0.90 | 1.00 | 1 | The Belfer Center for Science and International Affairs: Testing the Surge: Why Did Violence Decline in Iraq in 2007? |
outcome | +0.72 | +1 | 0.80 | finding | 0.90 | 0.70 | 1 | U.S. Department of State: Iraq |
outcome | +0.49 | +1 | 0.70 | finding | 0.70 | 0.70 | 1 | iraqbodycount.org: Post-surge violence: its extent and nature :: Iraq Body Count |
outcome | +0.49 | +1 | 0.70 | finding | 0.70 | 0.70 | 1 | globalsecurity.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.
| Model | cold p | rubric p | rubric verdict | Δ log-odds | outcome: cold → rubric | cause: cold → rubric |
|---|---|---|---|---|---|---|
| claude-haiku-4.5 | 0.45 | 0.875 | Supported | +2.15 | 0.85 → 0.99 | 0.50 → 0.89 |
| gpt-5.4-mini | 0.95 | 0.895 | Supported | -0.80 | 0.99 → 1.00 | 0.90 → 0.90 |
| gemini-3.5-flash-lite | 0.75 | 0.848 | Leans supported | +0.62 | 0.99 → 0.97 | 0.75 → 0.88 |
| deepseek-v4.1-flash | 0.75 | 0.683 | Leans supported | -0.33 | 0.97 → 0.83 | 0.70 → 0.82 |
| grok-4.3 | 0.68 | 0.775 | Leans supported | +0.49 | 0.90 → 0.88 | 0.60 → 0.88 |
| median | 0.75 | 0.851 | Supported | +0.64 |
Divergence between models
Same pool, same rubric, different judgment. Spread is max − min log-odds across models on a sub-claim.
| Sub-claim | claude-haiku-4.5 | gpt-5.4-mini | gemini-3.5-flash-lite | deepseek-v4.1-flash | grok-4.3 | median | spread | mean pairwise |
|---|---|---|---|---|---|---|---|---|
outcome | +4.47 | +6.72 | +3.41 | +1.60 | +2.01 | +3.41 | 5.12 | 2.54 |
cause | +2.04 | +2.15 | +1.95 | +1.53 | +1.98 | +1.98 | 0.63 | 0.27 |
Documents the models rated most differently for source quality
| Source | claude-haiku-4.5 | gpt-5.4-mini | gemini-3.5-flash-lite | deepseek-v4.1-flash | grok-4.3 | spread |
|---|---|---|---|---|---|---|
| Wikimedia Foundation, Inc.: Lancet surveys of Iraq War casualties - Wikipedia | 0.90 | 0.50 | 0.50 | 0.50 | 0.50 | 0.40 |
| Internet Archive: Iraqi Civilian Deaths Estimates : Hannah Fischer 2008 : Free Download, Borrow, a | 0.90 | 0.50 | 0.90 | 0.90 | 0.70 | 0.40 |
| archive.smallwarsjournal.com: Why Did Violence Decline During the US “Surge” in Iraq? | 0.50 | 0.50 | 0.30 | 0.60 | 0.40 | 0.30 |
| iraqbodycount.org: Post-surge violence: its extent and nature :: Iraq Body Count | 0.70 | 0.90 | 0.70 | 0.80 | 0.70 | 0.20 |
| iraqbodycount.org: Iraq Body Count | 0.70 | 0.90 | 0.70 | 0.70 | 0.70 | 0.20 |
| costsofwar.watson.brown.edu: Crawford-Civilian-Death-and-Injury-Iraq-War-2003-2013.pdf | 0.70 | 0.90 | 0.90 | 0.80 | 0.70 | 0.20 |
| congress.gov: RS22537.12.pdf | 0.70 | 0.90 | 0.90 | 0.90 | 0.80 | 0.20 |
| globalsecurity.org: Measuring Stability and Security in Iraq - June 2007 | 0.90 | 0.70 | 0.90 | 0.90 | 0.90 | 0.20 |
Documents the models read in different directions
Value is direction × strength for the named sub-claim.
| Source | Sub-claim | claude-haiku-4.5 | gpt-5.4-mini | gemini-3.5-flash-lite | deepseek-v4.1-flash | grok-4.3 | spread |
|---|---|---|---|---|---|---|---|
| archive.smallwarsjournal.com: Why Did Violence Decline During the US “Surge” in Iraq? | cause | +0.70 | -0.80 | -0.80 | -0.60 | -0.60 | 1.50 |
| info.publicintelligence.net: 130269.pdf | outcome | +0.70 | +0.90 | +0.00 | +0.00 | +0.00 | 0.90 |
| pritzkermilitary.org: Iraq War | cause | +0.60 | +0.84 | +0.00 | +0.00 | +0.00 | 0.84 |
| iraqbodycount.org: Iraq Body Count | outcome | +0.00 | +0.80 | +0.00 | +0.00 | +0.00 | 0.80 |
| PLOS Medicine: Violent Deaths of Iraqi Civilians, 2003–2008: Analysis by Perpetrator, Weapon, T | outcome | +0.70 | +0.80 | +0.00 | +0.00 | +0.00 | 0.80 |
| Council on Foreign Relations: Iraq Security Statistics | Council on Foreign Relations | outcome | +0.70 | +0.74 | +0.80 | +0.50 | +0.00 | 0.80 |
| Wikimedia Foundation, Inc.: Iraqi insurgency (2003–2011) - Wikipedia | outcome | +0.70 | +0.80 | +0.00 | +0.50 | +0.70 | 0.80 |
| Wikimedia Foundation, Inc.: Report to Congress on the Situation in Iraq - Wikipedia | cause | +0.60 | +0.60 | +0.80 | +0.50 | +0.00 | 0.80 |
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.
| # | Source | Cluster root | basis | median llr | claude-haiku-4.5 | gpt-5.4-mini | gemini-3.5-flash-lite | deepseek-v4.1-flash | grok-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
| cluster | root | members | mass | net llr |
|---|---|---|---|---|
| outcome:c1 | dataset: iraq body count | 8 | 1.45 | +2.08 |
| outcome:c2 | dataset: brookings iraq index | 1 | 0.63 | +0.88 |
| outcome:c3 | primary_source: international mission for iraqi elections | 1 | 0.49 | +0.88 |
| outcome:c4 | study: dod march 2008 report | 1 | 0.49 | +0.73 |
| outcome:c5 | primary_source: congressional research service | 1 | 0.34 | +0.00 |
| outcome:c6 | primary_source: wikipedia | 2 | 0.18 | +0.20 |
| outcome:c7 | primary_source: gen david petraeus testimony september 2007 | 1 | 0.20 | +0.27 |
| outcome:c8 | primary_source: department of defense | 1 | 0.14 | +0.00 |
| outcome:c9 | study: lancet 2006 | 2 | 0.10 | +0.00 |
| outcome:c10 | primary_source: human rights watch | 1 | 0.11 | +0.00 |
| outcome:c11 | study: lancet 2004 iraq mortality survey | 1 | 0.07 | +0.00 |
| outcome:c12 | dataset: iraq body count | 1 | 0.04 | +0.00 |
| outcome:c13 | primary_source: department of defense | 1 | 0.04 | +0.00 |
Items (cluster order, strongest first)
| # | cluster | rank | dir | str | basis | quality | direct | weight | indep | llr | flag | source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | outcome:c1 | 1 | +1 | 0.70 | finding ×1.00 | 0.90 | 1.00 | 0.900 | 1.000 | +1.26 | PLOS Medicine | |
| 2 | outcome:c1 | 2 | +1 | 0.85 | finding ×1.00 | 0.70 | 1.00 | 0.700 | 0.500 | +0.59 | unchecked | TIME |
| 3 | outcome:c1 | 3 | +1 | 0.90 | finding ×1.00 | 0.70 | 0.70 | 0.490 | 0.250 | +0.22 | unchecked | iraqbodycount.org |
| 4 | outcome:c1 | 4 | +0 | 0.00 | finding ×1.00 | 0.70 | 0.70 | 0.490 | 0.125 | +0.00 | unchecked | iraqbodycount.org |
| 5 | outcome:c1 | 5 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.70 | 0.196 | 0.062 | +0.00 | costsofwar.watson.brown.edu | |
| 6 | outcome:c1 | 6 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.70 | 0.196 | 0.031 | +0.00 | unchecked | iraqbodycount.org |
| 7 | outcome:c1 | 7 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.20 | 0.056 | 0.016 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 8 | outcome:c1 | 8 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.00 | 0.000 | 0.008 | +0.00 | Internet Archive | |
| 9 | outcome:c2 | 1 | +1 | 0.70 | mixed ×0.70 | 0.90 | 1.00 | 0.630 | 1.000 | +0.88 | info.publicintelligence.net | |
| 10 | outcome:c3 | 1 | +1 | 0.90 | mixed ×0.70 | 0.70 | 1.00 | 0.490 | 1.000 | +0.88 | unchecked | U.S. Department of State |
| 11 | outcome:c4 | 1 | +1 | 0.75 | finding ×1.00 | 0.70 | 0.70 | 0.490 | 1.000 | +0.73 | globalsecurity.org | |
| 12 | outcome:c5 | 1 | +0 | 0.00 | mixed ×0.70 | 0.70 | 0.70 | 0.343 | 1.000 | +0.00 | unchecked | congress.gov |
| 13 | outcome:c6 | 1 | +1 | 0.70 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.20 | unchecked | Wikimedia Foundation, Inc. |
| 14 | outcome:c6 | 2 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 0.500 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 15 | outcome:c7 | 1 | +1 | 0.70 | assertion ×0.40 | 0.70 | 0.70 | 0.196 | 1.000 | +0.27 | unchecked | Council on Foreign Relations |
| 16 | outcome:c8 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.40 | 0.144 | 1.000 | +0.00 | unchecked | globalsecurity.org |
| 17 | outcome:c9 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 18 | outcome:c9 | 2 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 0.500 | +0.00 | archive.globalpolicy.org | |
| 19 | outcome:c10 | 1 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.40 | 0.112 | 1.000 | +0.00 | unchecked | Human Rights Watch |
| 20 | outcome:c11 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.20 | 0.072 | 1.000 | +0.00 | Wikimedia Foundation, Inc. | |
| 21 | outcome:c12 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | unchecked | Columbia Journalism Review |
| 22 | outcome:c13 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | unchecked | The 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
| cluster | root | members | mass | net llr |
|---|---|---|---|---|
| outcome:c1 | primary_source: iraq body count | 8 | 1.17 | +2.03 |
| outcome:c2 | dataset: brookings iraq index | 1 | 0.63 | +1.13 |
| outcome:c3 | primary_source: congressional research service | 1 | 0.63 | +0.88 |
| outcome:c4 | primary_source: international mission for iraqi elections | 1 | 0.63 | +1.13 |
| outcome:c5 | study: dod march 2008 report | 1 | 0.49 | +0.84 |
| outcome:c6 | primary_source: gen david petraeus testimony september 2007 | 1 | 0.20 | +0.29 |
| outcome:c7 | primary_source: department of defense | 1 | 0.20 | +0.27 |
| outcome:c8 | primary_source: wikipedia | 2 | 0.12 | +0.13 |
| outcome:c9 | primary_source: human rights watch | 1 | 0.11 | +0.00 |
| outcome:c10 | study: lancet 2006 | 2 | 0.06 | +0.00 |
| outcome:c11 | dataset: iraq body count | 1 | 0.04 | +0.00 |
| outcome:c12 | study: lancet 2004 iraq mortality survey | 1 | 0.04 | +0.00 |
| outcome:c13 | primary_source: department of defense | 1 | 0.04 | +0.00 |
Items (cluster order, strongest first)
| # | cluster | rank | dir | str | basis | quality | direct | weight | indep | llr | flag | source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | outcome:c1 | 1 | +1 | 0.94 | finding ×1.00 | 0.90 | 0.70 | 0.630 | 1.000 | +1.18 | unchecked | iraqbodycount.org |
| 2 | outcome:c1 | 2 | +1 | 0.80 | finding ×1.00 | 0.90 | 0.70 | 0.630 | 0.500 | +0.50 | unchecked | iraqbodycount.org |
| 3 | outcome:c1 | 3 | +1 | 0.80 | finding ×1.00 | 0.90 | 0.70 | 0.630 | 0.250 | +0.25 | ⚠ polarity | PLOS Medicine |
| 4 | outcome:c1 | 4 | +1 | 0.90 | finding ×1.00 | 0.50 | 0.70 | 0.350 | 0.125 | +0.08 | unchecked | TIME |
| 5 | outcome:c1 | 5 | +1 | 0.30 | finding ×1.00 | 0.70 | 0.40 | 0.280 | 0.062 | +0.01 | unchecked | iraqbodycount.org |
| 6 | outcome:c1 | 6 | +1 | 0.20 | assertion ×0.40 | 0.90 | 0.40 | 0.144 | 0.031 | +0.00 | ⚠ polarity | costsofwar.watson.brown.edu |
| 7 | outcome:c1 | 7 | +0 | 0.00 | mixed ×0.70 | 0.50 | 0.40 | 0.140 | 0.016 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 8 | outcome:c1 | 8 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 0.008 | +0.00 | Internet Archive | |
| 9 | outcome:c2 | 1 | +1 | 0.90 | finding ×1.00 | 0.90 | 0.70 | 0.630 | 1.000 | +1.13 | info.publicintelligence.net | |
| 10 | outcome:c3 | 1 | +1 | 0.70 | mixed ×0.70 | 0.90 | 1.00 | 0.630 | 1.000 | +0.88 | unchecked | congress.gov |
| 11 | outcome:c4 | 1 | +1 | 0.90 | finding ×1.00 | 0.90 | 0.70 | 0.630 | 1.000 | +1.13 | unchecked | U.S. Department of State |
| 12 | outcome:c5 | 1 | +1 | 0.86 | finding ×1.00 | 0.70 | 0.70 | 0.490 | 1.000 | +0.84 | ⚠ polarity | globalsecurity.org |
| 13 | outcome:c6 | 1 | +1 | 0.74 | assertion ×0.40 | 0.70 | 0.70 | 0.196 | 1.000 | +0.29 | unchecked | Council on Foreign Relations |
| 14 | outcome:c7 | 1 | +1 | 0.70 | mixed ×0.70 | 0.70 | 0.40 | 0.196 | 1.000 | +0.27 | unchecked | globalsecurity.org |
| 15 | outcome:c8 | 1 | +1 | 0.80 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.13 | unchecked | Wikimedia Foundation, Inc. |
| 16 | outcome:c8 | 2 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 0.500 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 17 | outcome:c9 | 1 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.40 | 0.112 | 1.000 | +0.00 | unchecked | Human Rights Watch |
| 18 | outcome:c10 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 19 | outcome:c10 | 2 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 0.500 | +0.00 | archive.globalpolicy.org | |
| 20 | outcome:c11 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | unchecked | Columbia Journalism Review |
| 21 | outcome:c12 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | Wikimedia Foundation, Inc. | |
| 22 | outcome:c13 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | unchecked | The 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
| cluster | root | members | mass | net llr |
|---|---|---|---|---|
| outcome:c1 | primary_source: iraq body count | 8 | 1.00 | +1.57 |
| outcome:c2 | primary_source: international mission for iraqi elections | 1 | 0.90 | +1.80 |
| outcome:c3 | primary_source: congressional research service | 1 | 0.63 | +0.00 |
| outcome:c4 | primary_source: gen david petraeus testimony september 2007 | 1 | 0.49 | +0.78 |
| outcome:c5 | study: dod march 2008 report | 1 | 0.49 | +0.78 |
| outcome:c6 | dataset: brookings iraq index | 1 | 0.36 | +0.00 |
| outcome:c7 | primary_source: wikipedia | 2 | 0.21 | +0.00 |
| outcome:c8 | primary_source: department of defense | 1 | 0.25 | +0.00 |
| outcome:c9 | primary_source: human rights watch | 1 | 0.20 | +0.00 |
| outcome:c10 | study: lancet 2006 | 2 | 0.10 | +0.00 |
| outcome:c11 | dataset: iraq body count | 1 | 0.04 | +0.00 |
| outcome:c12 | study: lancet 2004 iraq mortality survey | 1 | 0.04 | +0.00 |
| outcome:c13 | primary_source: department of defense | 1 | 0.00 | +0.00 |
Items (cluster order, strongest first)
| # | cluster | rank | dir | str | basis | quality | direct | weight | indep | llr | flag | source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | outcome:c1 | 1 | +1 | 0.90 | finding ×1.00 | 0.70 | 1.00 | 0.700 | 1.000 | +1.26 | unchecked | iraqbodycount.org |
| 2 | outcome:c1 | 2 | +1 | 0.90 | finding ×1.00 | 0.50 | 0.70 | 0.350 | 0.500 | +0.32 | unchecked | TIME |
| 3 | outcome:c1 | 3 | +0 | 0.00 | finding ×1.00 | 0.70 | 0.40 | 0.280 | 0.250 | +0.00 | unchecked | iraqbodycount.org |
| 4 | outcome:c1 | 4 | +0 | 0.00 | mixed ×0.70 | 0.90 | 0.40 | 0.252 | 0.125 | +0.00 | PLOS Medicine | |
| 5 | outcome:c1 | 5 | +0 | 0.00 | mixed ×0.70 | 0.90 | 0.40 | 0.252 | 0.062 | +0.00 | unchecked | iraqbodycount.org |
| 6 | outcome:c1 | 6 | +0 | 0.00 | mixed ×0.70 | 0.90 | 0.20 | 0.126 | 0.031 | +0.00 | costsofwar.watson.brown.edu | |
| 7 | outcome:c1 | 7 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 0.016 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 8 | outcome:c1 | 8 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.00 | 0.000 | 0.008 | +0.00 | Internet Archive | |
| 9 | outcome:c2 | 1 | +1 | 1.00 | finding ×1.00 | 0.90 | 1.00 | 0.900 | 1.000 | +1.80 | unchecked | U.S. Department of State |
| 10 | outcome:c3 | 1 | +0 | 0.00 | mixed ×0.70 | 0.90 | 1.00 | 0.630 | 1.000 | +0.00 | unchecked | congress.gov |
| 11 | outcome:c4 | 1 | +1 | 0.80 | finding ×1.00 | 0.70 | 0.70 | 0.490 | 1.000 | +0.78 | unchecked | Council on Foreign Relations |
| 12 | outcome:c5 | 1 | +1 | 0.80 | finding ×1.00 | 0.70 | 0.70 | 0.490 | 1.000 | +0.78 | globalsecurity.org | |
| 13 | outcome:c6 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 1.00 | 0.360 | 1.000 | +0.00 | ⚠ polarity | info.publicintelligence.net |
| 14 | outcome:c7 | 1 | +0 | 0.00 | mixed ×0.70 | 0.50 | 0.40 | 0.140 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 15 | outcome:c7 | 2 | +0 | 0.00 | mixed ×0.70 | 0.50 | 0.40 | 0.140 | 0.500 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 16 | outcome:c8 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.70 | 0.252 | 1.000 | +0.00 | unchecked | globalsecurity.org |
| 17 | outcome:c9 | 1 | +0 | 0.00 | mixed ×0.70 | 0.70 | 0.40 | 0.196 | 1.000 | +0.00 | unchecked | Human Rights Watch |
| 18 | outcome:c10 | 1 | +0 | 0.00 | mixed ×0.70 | 0.30 | 0.40 | 0.084 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 19 | outcome:c10 | 2 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 0.500 | +0.00 | archive.globalpolicy.org | |
| 20 | outcome:c11 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | unchecked | Columbia Journalism Review |
| 21 | outcome:c12 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | Wikimedia Foundation, Inc. | |
| 22 | outcome:c13 | 1 | +0 | 0.00 | mixed ×0.70 | 0.70 | 0.00 | 0.000 | 1.000 | +0.00 | unchecked | The 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
| cluster | root | members | mass | net llr |
|---|---|---|---|---|
| outcome:c1 | dataset: iraq body count | 8 | 1.08 | +0.51 |
| outcome:c2 | primary_source: international mission for iraqi elections | 1 | 0.90 | +1.44 |
| outcome:c3 | study: dod march 2008 report | 1 | 0.49 | +0.49 |
| outcome:c4 | primary_source: congressional research service | 1 | 0.32 | +0.00 |
| outcome:c5 | dataset: brookings iraq index | 1 | 0.25 | +0.00 |
| outcome:c6 | primary_source: department of defense | 1 | 0.25 | +0.00 |
| outcome:c7 | primary_source: gen david petraeus testimony september 2007 | 1 | 0.20 | +0.20 |
| outcome:c8 | primary_source: wikipedia | 2 | 0.10 | +0.08 |
| outcome:c9 | study: lancet 2006 | 2 | 0.10 | +0.00 |
| outcome:c10 | primary_source: human rights watch | 1 | 0.11 | +0.00 |
| outcome:c11 | primary_source: department of defense | 1 | 0.06 | +0.00 |
| outcome:c12 | dataset: iraq body count | 1 | 0.04 | +0.00 |
| outcome:c13 | study: lancet 2004 iraq mortality survey | 1 | 0.04 | +0.00 |
Items (cluster order, strongest first)
| # | cluster | rank | dir | str | basis | quality | direct | weight | indep | llr | flag | source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | outcome:c1 | 1 | +0 | 0.00 | finding ×1.00 | 0.90 | 0.70 | 0.630 | 1.000 | +0.00 | PLOS Medicine | |
| 2 | outcome:c1 | 2 | +1 | 0.70 | finding ×1.00 | 0.80 | 0.70 | 0.560 | 0.500 | +0.39 | unchecked | iraqbodycount.org |
| 3 | outcome:c1 | 3 | +1 | 0.50 | finding ×1.00 | 0.70 | 0.70 | 0.490 | 0.250 | +0.12 | unchecked | TIME |
| 4 | outcome:c1 | 4 | +0 | 0.00 | finding ×1.00 | 0.70 | 0.40 | 0.280 | 0.125 | +0.00 | unchecked | iraqbodycount.org |
| 5 | outcome:c1 | 5 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.40 | 0.144 | 0.062 | +0.00 | Internet Archive | |
| 6 | outcome:c1 | 6 | +0 | 0.00 | assertion ×0.40 | 0.80 | 0.40 | 0.128 | 0.031 | +0.00 | costsofwar.watson.brown.edu | |
| 7 | outcome:c1 | 7 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.40 | 0.112 | 0.016 | +0.00 | unchecked | iraqbodycount.org |
| 8 | outcome:c1 | 8 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 0.008 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 9 | outcome:c2 | 1 | +1 | 0.80 | finding ×1.00 | 0.90 | 1.00 | 0.900 | 1.000 | +1.44 | unchecked | U.S. Department of State |
| 10 | outcome:c3 | 1 | +1 | 0.50 | finding ×1.00 | 0.70 | 0.70 | 0.490 | 1.000 | +0.49 | globalsecurity.org | |
| 11 | outcome:c4 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.90 | 0.324 | 1.000 | +0.00 | unchecked | congress.gov |
| 12 | outcome:c5 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.70 | 0.252 | 1.000 | +0.00 | info.publicintelligence.net | |
| 13 | outcome:c6 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.70 | 0.252 | 1.000 | +0.00 | unchecked | globalsecurity.org |
| 14 | outcome:c7 | 1 | +1 | 0.50 | assertion ×0.40 | 0.70 | 0.70 | 0.196 | 1.000 | +0.20 | unchecked | Council on Foreign Relations |
| 15 | outcome:c8 | 1 | +1 | 0.50 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.08 | unchecked | Wikimedia Foundation, Inc. |
| 16 | outcome:c8 | 2 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 0.500 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 17 | outcome:c9 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 18 | outcome:c9 | 2 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 0.500 | +0.00 | archive.globalpolicy.org | |
| 19 | outcome:c10 | 1 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.40 | 0.112 | 1.000 | +0.00 | unchecked | Human Rights Watch |
| 20 | outcome:c11 | 1 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.20 | 0.056 | 1.000 | +0.00 | unchecked | The Guardian |
| 21 | outcome:c12 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | unchecked | Columbia Journalism Review |
| 22 | outcome:c13 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | Wikimedia 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
| cluster | root | members | mass | net llr |
|---|---|---|---|---|
| outcome:c1 | primary_source: iraq body count | 8 | 0.79 | +0.81 |
| outcome:c2 | primary_source: international mission for iraqi elections | 1 | 0.63 | +1.01 |
| outcome:c3 | study: dod march 2008 report | 1 | 0.49 | +0.69 |
| outcome:c4 | dataset: brookings iraq index | 1 | 0.36 | +0.00 |
| outcome:c5 | primary_source: congressional research service | 1 | 0.22 | +0.00 |
| outcome:c6 | primary_source: wikipedia | 2 | 0.18 | +0.20 |
| outcome:c7 | primary_source: department of defense | 1 | 0.14 | +0.12 |
| outcome:c8 | primary_source: gen david petraeus testimony september 2007 | 1 | 0.11 | +0.00 |
| outcome:c9 | study: lancet 2006 | 2 | 0.08 | +0.00 |
| outcome:c10 | primary_source: human rights watch | 1 | 0.06 | +0.00 |
| outcome:c11 | primary_source: department of defense | 1 | 0.04 | +0.00 |
| outcome:c12 | dataset: iraq body count | 1 | 0.00 | +0.00 |
| outcome:c13 | study: lancet 2004 iraq mortality survey | 1 | 0.00 | +0.00 |
Items (cluster order, strongest first)
| # | cluster | rank | dir | str | basis | quality | direct | weight | indep | llr | flag | source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | outcome:c1 | 1 | +1 | 0.70 | finding ×1.00 | 0.70 | 0.70 | 0.490 | 1.000 | +0.69 | unchecked | iraqbodycount.org |
| 2 | outcome:c1 | 2 | +0 | 0.00 | assertion ×0.40 | 0.90 | 1.00 | 0.360 | 0.500 | +0.00 | PLOS Medicine | |
| 3 | outcome:c1 | 3 | +1 | 0.70 | finding ×1.00 | 0.50 | 0.70 | 0.350 | 0.250 | +0.12 | unchecked | TIME |
| 4 | outcome:c1 | 4 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.70 | 0.196 | 0.125 | +0.00 | unchecked | iraqbodycount.org |
| 5 | outcome:c1 | 5 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.20 | 0.056 | 0.062 | +0.00 | costsofwar.watson.brown.edu | |
| 6 | outcome:c1 | 6 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 0.031 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 7 | outcome:c1 | 7 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.00 | 0.000 | 0.016 | +0.00 | unchecked | iraqbodycount.org |
| 8 | outcome:c1 | 8 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.00 | 0.000 | 0.008 | +0.00 | Internet Archive | |
| 9 | outcome:c2 | 1 | +1 | 0.80 | finding ×1.00 | 0.90 | 0.70 | 0.630 | 1.000 | +1.01 | unchecked | U.S. Department of State |
| 10 | outcome:c3 | 1 | +1 | 0.70 | finding ×1.00 | 0.70 | 0.70 | 0.490 | 1.000 | +0.69 | globalsecurity.org | |
| 11 | outcome:c4 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 1.00 | 0.360 | 1.000 | +0.00 | info.publicintelligence.net | |
| 12 | outcome:c5 | 1 | +0 | 0.00 | assertion ×0.40 | 0.80 | 0.70 | 0.224 | 1.000 | +0.00 | unchecked | congress.gov |
| 13 | outcome:c6 | 1 | +1 | 0.70 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.20 | unchecked | Wikimedia Foundation, Inc. |
| 14 | outcome:c6 | 2 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 0.500 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 15 | outcome:c7 | 1 | +1 | 0.40 | assertion ×0.40 | 0.90 | 0.40 | 0.144 | 1.000 | +0.12 | unchecked | globalsecurity.org |
| 16 | outcome:c8 | 1 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.40 | 0.112 | 1.000 | +0.00 | unchecked | Council on Foreign Relations |
| 17 | outcome:c9 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 18 | outcome:c9 | 2 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.00 | 0.000 | 0.500 | +0.00 | archive.globalpolicy.org | |
| 19 | outcome:c10 | 1 | +0 | 0.00 | assertion ×0.40 | 0.70 | 0.20 | 0.056 | 1.000 | +0.00 | unchecked | Human Rights Watch |
| 20 | outcome:c11 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | unchecked | The Guardian |
| 21 | outcome:c12 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.00 | 0.000 | 1.000 | +0.00 | unchecked | Columbia Journalism Review |
| 22 | outcome:c13 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.00 | 0.000 | 1.000 | +0.00 | Wikimedia 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.
| # | Source | Cluster root | basis | median llr | claude-haiku-4.5 | gpt-5.4-mini | gemini-3.5-flash-lite | deepseek-v4.1-flash | grok-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
| cluster | root | members | mass | net llr |
|---|---|---|---|---|
| cause:c1 | dataset: sigact | 2 | 0.80 | +0.64 |
| cause:c2 | primary_source: coalition participant interviews | 1 | 0.44 | +0.62 |
| cause:c3 | dataset: iraq body count | 1 | 0.36 | +0.00 |
| cause:c4 | primary_source: american forces press service | 1 | 0.34 | +0.41 |
| cause:c5 | primary_source: csis | 1 | 0.34 | +0.41 |
| cause:c6 | primary_source: department of defense report to congress june 2007 | 1 | 0.25 | +0.00 |
| cause:c7 | primary_source: report to congress on the situation in iraq 2007 | 1 | 0.20 | +0.24 |
| cause:c8 | primary_source: pritzkermilitary org | 1 | 0.14 | +0.17 |
| cause:c9 | primary_source: small wars journal 2013 | 1 | 0.14 | +0.20 |
| cause:c10 | primary_source: bob woodward the war within 2008 | 1 | 0.14 | +0.00 |
| cause:c11 | primary_source: george w bush 2007 | 1 | 0.08 | +0.00 |
| cause:c12 | dataset: icasualties | 1 | 0.08 | +0.00 |
| cause:c13 | primary_source: wikipedia | 1 | 0.08 | +0.00 |
Items (cluster order, strongest first)
| # | cluster | rank | dir | str | basis | quality | direct | weight | indep | llr | flag | source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | cause:c1 | 1 | +1 | 0.70 | mixed ×0.70 | 0.90 | 1.00 | 0.630 | 1.000 | +0.88 | unchecked | The Belfer Center for Science and International Affairs |
| 2 | cause:c1 | 2 | -1 | 0.70 | mixed ×0.70 | 0.70 | 0.70 | 0.343 | 0.500 | -0.24 | jmss.org | |
| 3 | cause:c2 | 1 | +1 | 0.70 | mixed ×0.70 | 0.90 | 0.70 | 0.441 | 1.000 | +0.62 | The Belfer Center for Science and International Affairs | |
| 4 | cause:c3 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 1.00 | 0.360 | 1.000 | +0.00 | unchecked | Princeton University |
| 5 | cause:c4 | 1 | +1 | 0.60 | mixed ×0.70 | 0.70 | 0.70 | 0.343 | 1.000 | +0.41 | unchecked | www.army.mil |
| 6 | cause:c5 | 1 | +1 | 0.60 | mixed ×0.70 | 0.70 | 0.70 | 0.343 | 1.000 | +0.41 | Center for Strategic and International Studies | |
| 7 | cause:c6 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.70 | 0.252 | 1.000 | +0.00 | unchecked | globalsecurity.org |
| 8 | cause:c7 | 1 | +1 | 0.60 | assertion ×0.40 | 0.70 | 0.70 | 0.196 | 1.000 | +0.24 | unchecked | Wikimedia Foundation, Inc. |
| 9 | cause:c8 | 1 | +1 | 0.60 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.17 | unchecked | pritzkermilitary.org |
| 10 | cause:c9 | 1 | +1 | 0.70 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.20 | unchecked | archive.smallwarsjournal.com |
| 11 | cause:c10 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 12 | cause:c11 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 13 | cause:c12 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 14 | cause:c13 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.00 | unchecked | Wikimedia 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
| cluster | root | members | mass | net llr |
|---|---|---|---|---|
| cause:c1 | dataset: sigact | 2 | 0.54 | +0.60 |
| cause:c2 | primary_source: coalition participant interviews | 1 | 0.44 | +0.79 |
| cause:c3 | dataset: iraq body count | 1 | 0.25 | +0.00 |
| cause:c4 | primary_source: department of defense report to congress june 2007 | 1 | 0.20 | +0.22 |
| cause:c5 | primary_source: american forces press service | 1 | 0.20 | +0.12 |
| cause:c6 | primary_source: csis | 1 | 0.20 | +0.24 |
| cause:c7 | primary_source: small wars journal 2013 | 1 | 0.18 | -0.29 |
| cause:c8 | primary_source: george w bush 2007 | 1 | 0.14 | +0.10 |
| cause:c9 | primary_source: pritzkermilitary org | 1 | 0.14 | +0.24 |
| cause:c10 | primary_source: report to congress on the situation in iraq 2007 | 1 | 0.14 | +0.17 |
| cause:c11 | primary_source: wikipedia | 1 | 0.14 | +0.13 |
| cause:c12 | dataset: icasualties | 1 | 0.08 | +0.07 |
| cause:c13 | primary_source: bob woodward the war within 2008 | 1 | 0.08 | +0.00 |
Items (cluster order, strongest first)
| # | cluster | rank | dir | str | basis | quality | direct | weight | indep | llr | flag | source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | cause:c1 | 1 | +1 | 0.86 | mixed ×0.70 | 0.90 | 0.70 | 0.441 | 1.000 | +0.76 | unchecked | The Belfer Center for Science and International Affairs |
| 2 | cause:c1 | 2 | -1 | 0.80 | assertion ×0.40 | 0.70 | 0.70 | 0.196 | 0.500 | -0.16 | jmss.org | |
| 3 | cause:c2 | 1 | +1 | 0.90 | mixed ×0.70 | 0.90 | 0.70 | 0.441 | 1.000 | +0.79 | The Belfer Center for Science and International Affairs | |
| 4 | cause:c3 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.70 | 0.252 | 1.000 | +0.00 | unchecked | Princeton University |
| 5 | cause:c4 | 1 | +1 | 0.55 | assertion ×0.40 | 0.70 | 0.70 | 0.196 | 1.000 | +0.22 | unchecked | globalsecurity.org |
| 6 | cause:c5 | 1 | +1 | 0.30 | assertion ×0.40 | 0.70 | 0.70 | 0.196 | 1.000 | +0.12 | unchecked | www.army.mil |
| 7 | cause:c6 | 1 | +1 | 0.62 | assertion ×0.40 | 0.70 | 0.70 | 0.196 | 1.000 | +0.24 | Center for Strategic and International Studies | |
| 8 | cause:c7 | 1 | -1 | 0.80 | assertion ×0.40 | 0.50 | 0.90 | 0.180 | 1.000 | -0.29 | unchecked | archive.smallwarsjournal.com |
| 9 | cause:c8 | 1 | +1 | 0.35 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.10 | unchecked | Wikimedia Foundation, Inc. |
| 10 | cause:c9 | 1 | +1 | 0.84 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.24 | unchecked | pritzkermilitary.org |
| 11 | cause:c10 | 1 | +1 | 0.60 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.17 | unchecked | Wikimedia Foundation, Inc. |
| 12 | cause:c11 | 1 | +1 | 0.46 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.13 | unchecked | Wikimedia Foundation, Inc. |
| 13 | cause:c12 | 1 | +1 | 0.40 | mixed ×0.70 | 0.30 | 0.40 | 0.084 | 1.000 | +0.07 | unchecked | Wikimedia Foundation, Inc. |
| 14 | cause:c13 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.00 | unchecked | Wikimedia 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
| cluster | root | members | mass | net llr |
|---|---|---|---|---|
| cause:c1 | dataset: sigact | 2 | 1.35 | -0.81 |
| cause:c2 | primary_source: coalition participant interviews | 1 | 0.90 | +1.62 |
| cause:c3 | primary_source: american forces press service | 1 | 0.49 | +0.49 |
| cause:c4 | primary_source: csis | 1 | 0.49 | +0.59 |
| cause:c5 | primary_source: report to congress on the situation in iraq 2007 | 1 | 0.28 | +0.45 |
| cause:c6 | primary_source: department of defense report to congress june 2007 | 1 | 0.25 | +0.00 |
| cause:c7 | primary_source: george w bush 2007 | 1 | 0.14 | +0.00 |
| cause:c8 | primary_source: pritzkermilitary org | 1 | 0.12 | +0.00 |
| cause:c9 | primary_source: small wars journal 2013 | 1 | 0.12 | -0.19 |
| cause:c10 | dataset: icasualties | 1 | 0.08 | +0.00 |
| cause:c11 | primary_source: wikipedia | 1 | 0.08 | +0.08 |
| cause:c12 | dataset: iraq body count | 1 | 0.07 | +0.00 |
| cause:c13 | primary_source: bob woodward the war within 2008 | 1 | 0.05 | +0.00 |
Items (cluster order, strongest first)
| # | cluster | rank | dir | str | basis | quality | direct | weight | indep | llr | flag | source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | cause:c1 | 1 | -1 | 0.90 | finding ×1.00 | 0.90 | 1.00 | 0.900 | 1.000 | -1.62 | jmss.org | |
| 2 | cause:c1 | 2 | +1 | 0.90 | finding ×1.00 | 0.90 | 1.00 | 0.900 | 0.500 | +0.81 | unchecked | The Belfer Center for Science and International Affairs |
| 3 | cause:c2 | 1 | +1 | 0.90 | finding ×1.00 | 0.90 | 1.00 | 0.900 | 1.000 | +1.62 | The Belfer Center for Science and International Affairs | |
| 4 | cause:c3 | 1 | +1 | 0.50 | finding ×1.00 | 0.70 | 0.70 | 0.490 | 1.000 | +0.49 | unchecked | www.army.mil |
| 5 | cause:c4 | 1 | +1 | 0.60 | finding ×1.00 | 0.70 | 0.70 | 0.490 | 1.000 | +0.59 | ⚠ polarity | Center for Strategic and International Studies |
| 6 | cause:c5 | 1 | +1 | 0.80 | assertion ×0.40 | 0.70 | 1.00 | 0.280 | 1.000 | +0.45 | unchecked | Wikimedia Foundation, Inc. |
| 7 | cause:c6 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.70 | 0.252 | 1.000 | +0.00 | unchecked | globalsecurity.org |
| 8 | cause:c7 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 9 | cause:c8 | 1 | +0 | 0.00 | assertion ×0.40 | 0.30 | 1.00 | 0.120 | 1.000 | +0.00 | unchecked | pritzkermilitary.org |
| 10 | cause:c9 | 1 | -1 | 0.80 | assertion ×0.40 | 0.30 | 1.00 | 0.120 | 1.000 | -0.19 | unchecked | archive.smallwarsjournal.com |
| 11 | cause:c10 | 1 | +0 | 0.00 | mixed ×0.70 | 0.30 | 0.40 | 0.084 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 12 | cause:c11 | 1 | +1 | 0.50 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.08 | unchecked | Wikimedia Foundation, Inc. |
| 13 | cause:c12 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.20 | 0.072 | 1.000 | +0.00 | unchecked | Princeton University |
| 14 | cause:c13 | 1 | +0 | 0.00 | assertion ×0.40 | 0.30 | 0.40 | 0.048 | 1.000 | +0.00 | unchecked | Wikimedia 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
| cluster | root | members | mass | net llr |
|---|---|---|---|---|
| cause:c1 | dataset: sigact | 2 | 1.31 | +0.87 |
| cause:c2 | primary_source: coalition participant interviews | 1 | 0.56 | +0.84 |
| cause:c3 | dataset: iraq body count | 1 | 0.36 | +0.00 |
| cause:c4 | primary_source: small wars journal 2013 | 1 | 0.24 | -0.29 |
| cause:c5 | primary_source: american forces press service | 1 | 0.20 | +0.16 |
| cause:c6 | primary_source: department of defense report to congress june 2007 | 1 | 0.14 | +0.00 |
| cause:c7 | primary_source: csis | 1 | 0.14 | +0.06 |
| cause:c8 | primary_source: pritzkermilitary org | 1 | 0.14 | +0.00 |
| cause:c9 | primary_source: report to congress on the situation in iraq 2007 | 1 | 0.14 | +0.14 |
| cause:c10 | primary_source: george w bush 2007 | 1 | 0.08 | +0.00 |
| cause:c11 | primary_source: bob woodward the war within 2008 | 1 | 0.08 | +0.00 |
| cause:c12 | primary_source: wikipedia | 1 | 0.08 | +0.03 |
| cause:c13 | dataset: icasualties | 1 | 0.03 | +0.00 |
Items (cluster order, strongest first)
| # | cluster | rank | dir | str | basis | quality | direct | weight | indep | llr | flag | source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | cause:c1 | 1 | +1 | 0.80 | finding ×1.00 | 0.90 | 1.00 | 0.900 | 1.000 | +1.44 | unchecked | The Belfer Center for Science and International Affairs |
| 2 | cause:c1 | 2 | -1 | 0.70 | finding ×1.00 | 0.90 | 0.90 | 0.810 | 0.500 | -0.57 | jmss.org | |
| 3 | cause:c2 | 1 | +1 | 0.75 | mixed ×0.70 | 0.80 | 1.00 | 0.560 | 1.000 | +0.84 | ⚠ polarity | The Belfer Center for Science and International Affairs |
| 4 | cause:c3 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 1.00 | 0.360 | 1.000 | +0.00 | unchecked | Princeton University |
| 5 | cause:c4 | 1 | -1 | 0.60 | assertion ×0.40 | 0.60 | 1.00 | 0.240 | 1.000 | -0.29 | unchecked | archive.smallwarsjournal.com |
| 6 | cause:c5 | 1 | +1 | 0.40 | mixed ×0.70 | 0.70 | 0.40 | 0.196 | 1.000 | +0.16 | unchecked | www.army.mil |
| 7 | cause:c6 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.40 | 0.144 | 1.000 | +0.00 | unchecked | globalsecurity.org |
| 8 | cause:c7 | 1 | +1 | 0.20 | assertion ×0.40 | 0.90 | 0.40 | 0.144 | 1.000 | +0.06 | Center for Strategic and International Studies | |
| 9 | cause:c8 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.00 | unchecked | pritzkermilitary.org |
| 10 | cause:c9 | 1 | +1 | 0.50 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.14 | unchecked | Wikimedia Foundation, Inc. |
| 11 | cause:c10 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 12 | cause:c11 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 13 | cause:c12 | 1 | +1 | 0.20 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.03 | unchecked | Wikimedia Foundation, Inc. |
| 14 | cause:c13 | 1 | +0 | 0.00 | assertion ×0.40 | 0.40 | 0.20 | 0.032 | 1.000 | +0.00 | unchecked | Wikimedia 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
| cluster | root | members | mass | net llr |
|---|---|---|---|---|
| cause:c1 | dataset: sigact | 2 | 1.22 | +0.94 |
| cause:c2 | primary_source: coalition participant interviews | 1 | 0.90 | +1.44 |
| cause:c3 | dataset: iraq body count | 1 | 0.36 | +0.00 |
| cause:c4 | primary_source: american forces press service | 1 | 0.20 | +0.12 |
| cause:c5 | primary_source: csis | 1 | 0.20 | +0.16 |
| cause:c6 | primary_source: small wars journal 2013 | 1 | 0.16 | -0.19 |
| cause:c7 | primary_source: department of defense report to congress june 2007 | 1 | 0.14 | +0.00 |
| cause:c8 | primary_source: george w bush 2007 | 1 | 0.14 | +0.00 |
| cause:c9 | primary_source: report to congress on the situation in iraq 2007 | 1 | 0.14 | +0.00 |
| cause:c10 | primary_source: pritzkermilitary org | 1 | 0.08 | +0.00 |
| cause:c11 | primary_source: wikipedia | 1 | 0.08 | +0.00 |
| cause:c12 | dataset: icasualties | 1 | 0.04 | +0.00 |
| cause:c13 | primary_source: bob woodward the war within 2008 | 1 | 0.04 | +0.00 |
Items (cluster order, strongest first)
| # | cluster | rank | dir | str | basis | quality | direct | weight | indep | llr | flag | source |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | cause:c1 | 1 | +1 | 0.80 | finding ×1.00 | 0.90 | 1.00 | 0.900 | 1.000 | +1.44 | unchecked | The Belfer Center for Science and International Affairs |
| 2 | cause:c1 | 2 | -1 | 0.80 | finding ×1.00 | 0.90 | 0.70 | 0.630 | 0.500 | -0.50 | jmss.org | |
| 3 | cause:c2 | 1 | +1 | 0.80 | finding ×1.00 | 0.90 | 1.00 | 0.900 | 1.000 | +1.44 | The Belfer Center for Science and International Affairs | |
| 4 | cause:c3 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 1.00 | 0.360 | 1.000 | +0.00 | unchecked | Princeton University |
| 5 | cause:c4 | 1 | +1 | 0.30 | mixed ×0.70 | 0.70 | 0.40 | 0.196 | 1.000 | +0.12 | unchecked | www.army.mil |
| 6 | cause:c5 | 1 | +1 | 0.40 | assertion ×0.40 | 0.70 | 0.70 | 0.196 | 1.000 | +0.16 | Center for Strategic and International Studies | |
| 7 | cause:c6 | 1 | -1 | 0.60 | assertion ×0.40 | 0.40 | 1.00 | 0.160 | 1.000 | -0.19 | unchecked | archive.smallwarsjournal.com |
| 8 | cause:c7 | 1 | +0 | 0.00 | assertion ×0.40 | 0.90 | 0.40 | 0.144 | 1.000 | +0.00 | unchecked | globalsecurity.org |
| 9 | cause:c8 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 10 | cause:c9 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.70 | 0.140 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 11 | cause:c10 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.00 | unchecked | pritzkermilitary.org |
| 12 | cause:c11 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.40 | 0.080 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 13 | cause:c12 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | unchecked | Wikimedia Foundation, Inc. |
| 14 | cause:c13 | 1 | +0 | 0.00 | assertion ×0.40 | 0.50 | 0.20 | 0.040 | 1.000 | +0.00 | unchecked | Wikimedia 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
prior | 0.5 |
scale | 2.0 |
quality_exp | 1.0 |
directness_exp | 1.0 |
independence_discount | 0.5 |
basis_weights | [1.0, 0.7, 0.4] |
contested_pull | 1.0 |
mixed_directness_min | 0.5 |
side_mass_min | 0.5 |
cluster_roots | primary |
mass_min | 1.0 |
verdict_thresholds | [0.15, 0.35, 0.65, 0.85] |
and_leak | 0.0 |
or_leak | 0.0 |
max_pool_size | 25 |
polarity_sample | 0.2 |
queries_per_side | 2 |
results_per_query | 10 |
excerpt_chars | 2000 |
strictness | 0.5 |
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.