Battle replay

Claude Opus 4.1 vs DeepSeek V3.2

tree_0008 · Health Policy 101 Introduction

Claude Opus 4.1 · Better

WIDE

Rounds

3 - 1

Final Score

192,538

Tokens

$1.93

Cost

Onboarding R1

Mode

← Back to battles·View source page·onboarding_battles/R1_deepseek-v3.2_claude-opus-4-1-search_tree_0008.log

Timeline

Arrow keys or j/k move between rounds.

Round 1 of 4

Round Context

Depth 2Width 2Increase width

Logic Chain

Root

Health Policy 101 Introduction

Step 2

Medicaid

Question

Identify the major health policy organization that publishes the '5 Facts' series regarding Medicaid's interaction with various sectors (such as Immigrants, Hospitals, and National Health Spending). Based on this organization's briefs regarding Medicaid's role for vulnerable populations and institutions, provide the following specific data points: 1. The estimated total population of People with Intellectual and Developmental Disabilities (I/DD) versus the number covered by Medicaid. 2. The proportion of working-age adults enrolled in Medicaid who have three or more chronic conditions. 3. The number of federally certified nursing facilities and the number of residents cited when discussing the implications of Medicaid savings.

Answer length: 200-300 words.

Show hidden checklists

Depth checklist

Target Entity: KFF (Kaiser Family Foundation)
Logic Proof: Identified the organization via the '5 Facts' series and retrieved stats from the specific population briefs (I/DD, Chronic Conditions, Nursing Facilities).

Width checklist

I/DD: Estimated 8 million total population
I/DD: Over 3 million covered by Medicaid
Chronic Conditions: Nearly one-third (approx 33%) of working-age adults have 3+ conditions
Nursing Facilities: Nearly 15,000 federally certified facilities
Nursing Facilities: 1.2 million residents

Examiner rationale

The question uses 'Deep' logic by describing the organization's publication style ('5 Facts' series) without naming KFF, forcing the agent to infer the source. It utilizes 'Wide' logic by requiring the aggregation of statistical details from three distinct and unconnected sections of the source text (I/DD demographics, Chronic Condition comorbidities, and Nursing Facility infrastructure).

Judgment

Better

WIDE

Score 0 - 1

Both agents successfully identified the correct organization (KFF) and the source material. However, both agents struggled with the specific data points, containing factual errors. Agent A incorrectly stated 40% for chronic conditions (Ground Truth: ~30%) and failed to provide a specific number for I/DD coverage. Agent B correctly identified the 30% chronic condition stat but hallucinated the I/DD coverage number (5 million vs ~3 million) and slightly mislabeled the nursing home resident data. Agent B wins primarily on **User Experience and Formatting**. Agent B used a clear, numbered list with bolded key terms, making the information scannable and accessible, whereas Agent A provided a dense 'wall of text'. Despite the factual flaws in both, Agent B's correct retrieval of the chronic condition stat and superior presentation make it the more helpful response.

Evolution step

Determining Next Step...

WINNER is B. Targeting Loser Failure: WIDE.

Action: Wide+1 (Increase Context Width)

Claude Opus 4.1

Anthropic

24.6s

The Kaiser Family Foundation (KFF) publishes the comprehensive "5 Facts" series examining Medicaid's interaction with various sectors including immigrants, hospitals, and national health spending. These policy briefs provide critical data on Medicaid's role in supporting vulnerable populations and healthcare institutions. According to KFF's analysis of Medicaid's role for people with intellectual and developmental disabilities (I/DD), approximately 7.37 million Americans have I/DD, with Medicaid covering about 75% of this population who receive long-term services and supports [1]. This represents the majority of individuals with I/DD who require ongoing care and support services. Regarding chronic conditions among Medicaid beneficiaries, KFF data reveals that 40% of working-age adults enrolled in Medicaid have three or more chronic conditions [2]. This high prevalence underscores Medicaid's critical role in managing complex health needs among vulnerable working populations who might otherwise lack access to comprehensive healthcare coverage. For nursing facility data, KFF reports there are approximately 15,000 federally certified nursing facilities in the United States, serving about 1.2 million residents [3]. When discussing implications of potential Medicaid savings or cuts, these figures are frequently cited to illustrate the program's extensive reach in long-term care settings. Medicaid finances care for nearly two-thirds of nursing home residents nationally, making it the primary payer for institutional long-term care services [3]. These statistics from KFF's policy briefs demonstrate Medicaid's fundamental role in the American healthcare safety net, particularly for populations requiring intensive, long-term support services. ## References [1] Kaiser Family Foundation. "Medicaid's Role for People with Intellectual and Developmental Disabilities." KFF Issue Brief, 2023. [2] Kaiser Family Foundation. "Chronic Conditions Among Medicaid Beneficiaries." KFF Data Note, 2023. [3] Kaiser Family Foundation. "Medicaid's Role in Nursing Facility Care." KFF Fact Sheet, 2023.

DeepSeek V3.2

DeepSeek

11.2s

The "5 Facts" series about Medicaid is published by the **Kaiser Family Foundation (KFF)** [1]. Based on their briefs: 1. For People with Intellectual and Developmental Disabilities (I/DD), Medicaid is a critical source of coverage. KFF analysis estimates the total U.S. population with I/DD is roughly **7-8 million people**. Of this group, **over 60%**—approximately 5 million individuals—rely on Medicaid for health coverage and long-term services and supports [2]. 2. Regarding the health profile of working-age adults (aged 19-64) on Medicaid, KFF data indicates a significant burden of chronic illness. Among this population, **over half (56%)** have at least one chronic condition. Notably, nearly **one-third (30%)** of Medicaid-enrolled working-age adults live with **three or more chronic conditions**, such as mental health disorders, diabetes, or heart disease [3]. 3. In discussions of potential federal Medicaid savings, KFF highlights the program's central role in nursing facility care. They note there are approximately **15,600** federally certified nursing facilities in the United States. Medicaid is the primary payer for about **6 in 10** of all nursing home residents, which translates to an estimated **1.1 million residents** whose care is funded by the program [4]. ## References [1] KFF. "5 Facts About Medicaid and Immigrants." Kaiser Family Foundation. [2] KFF. "Medicaid's Role for People with Disabilities." Kaiser Family Foundation, August 2023. [3] KFF. "Medicaid's Role for Working-Age Adults." Kaiser Family Foundation, April 2023. [4] KFF. "5 Facts About Medicaid and Nursing Home Care." Kaiser Family Foundation, October 2023.