healthcare
Patient-friendly explanations
Rewrite technical notes into clear, accessible patient language.
#1 Recommendation
gemini-2.5-flash
Strong on LanguageBench Translation Official (Split) translation_to:bleu (92%) and BRIDGE Medical Leaderboard average_performance_pct (100%)
external/google/gemini-2-5-flash
29.2%
Score
35.9%
Confidence
Limited benchmark evidence for this use case.
52 ranked models with average evidence of 14.7 points. Rankings may shift as more benchmark data is ingested.
Ranked Models
30
Evidence Quality
80%
Scoring
Benchmark-backed
Top Signal
LanguageBench Translation Official (Split): translation_to:bleu
All Ranked Models
Compare Models
Model A leads by +5.4%
Shareable Link →Model A
gemini-2.5-flash
external/google/gemini-2-5-flash
Rank #1
LanguageBench Translation Official (Split): translation_to:bleu
Value 92.0% · Conf 100.0% · Weight 3.6%
languagebench_translation_official.translation_to_bleu (Mar 12, 2026)
BRIDGE Medical Leaderboard: average_performance_pct
Value 100.0% · Conf 100.0% · Weight 3.1%
bridge_medical_leaderboard.average_performance_pct (Mar 12, 2026)
LanguageBench: overall:mean
Value 100.0% · Conf 100.0% · Weight 2.1%
languagebench.overall_mean (Mar 12, 2026)
Vals MedScribe: overall_accuracy_pct
Value 84.6% · Conf 100.0% · Weight 2.0%
vals_medscribe.overall_accuracy_pct (Mar 12, 2026)
Model B
gpt-4.1-20250414
external/openai/gpt-4-1-20250414
Rank #2
Galileo Agent Leaderboard v2: Healthcare AC
Value 100.0% · Conf 100.0% · Weight 2.8%
galileo_agent_v2.healthcare_ac (Mar 12, 2026)
Vals MedQA: overall_accuracy_pct
Value 90.0% · Conf 100.0% · Weight 2.6%
vals_medqa.overall_accuracy_pct (Mar 12, 2026)
Vectara HHEM Leaderboard: medicine_hallucination_error_pct
Value 96.2% · Conf 100.0% · Weight 1.9%
vectara_hhem_leaderboard.medicine_hallucination_error_pct (Mar 12, 2026)
OpenVLM OCRBench Official: ocrbench_score_pct
Value 87.7% · Conf 100.0% · Weight 1.7%
openvlm_ocrbench_official.ocrbench_score_pct (Mar 12, 2026)
▶Ranking Diagnostics & Missing Models
Source Lift
Ranked
52
Sources
8
Quality
Insufficient
Vals MedQA
vals_medqa
37 rows
2.5% avg lift
Vals Legal Bench
vals_legal_bench
35 rows
0.4% avg lift
Vals LiveCodeBench
vals_lcb
33 rows
0.3% avg lift
Vals Tax Eval v2
vals_tax_eval_v2
32 rows
0.3% avg lift
Missing Strong Models
zai/glm-5-thinking
external/zai/glm-5-thinking
Rank #32
13.0%
alibaba/qwen3.5-flash
external/alibaba/qwen3-5-flash
Rank #33
12.3%
gpt-4o-20241120
external/openai/gpt-4o-20241120
Rank #49
10.7%
qwen/qwen3-max
external/qwen/qwen3-max
Rank #55
10.3%
▶Taxonomy Details
Core Tasks
Required Modes
Domains
Related Use Cases
healthcare
Patient education bot (RAG grounded)
Answer patient FAQ using trusted sources with cautious wording.
Top: gemini-2.5-pro
healthcare
Medical coding support (suggestions)
Extract coding-relevant facts and suggest codes for human review.
Top: gemini-2.5-pro
healthcare
Clinical note drafting
Summarize encounters into structured notes for clinician review.
Top: gpt-4.1-20250414
healthcare
Medical chart summary
Summarize a patient's chart into timeline, problems, and meds for review.
Top: gpt-4.1-20250414