MedicalBenchmark
EssentialAI: Rnj 1 Instruct provider

Rnj 1 Instruct

279

#279 of 290 modelsMIR 2026

Net score

51.33 pts

Accuracy

40.5%

Correct / Incorrect

81 / 89

Total Cost

$0.04

Overall Performance

(vs. average)
Accuracy

40.5%

avg: 81.6%

Net score

51.33 pts

avg: 154.00 pts

Correct

81

avg: 163

Incorrect

89

avg: 28

Total Cost

$0.04

avg: $3.33

Average response time

5.9s

avg: 16.2s

Output Tokens

147K

avg: 430K

Reasoning Tokens

0

avg: 310K

Average confidence

83.7%

avg: 95.1%

Subject Breakdown

Allergology
Correct
1
Incorrect
0
Unanswered
0
Accuracy
100.0%
Average
96.9%
Anesthesiology and Resuscitation
Correct
3
Incorrect
2
Unanswered
2
Accuracy
42.9%
Average
69.6%
Cardiology
Correct
11
Incorrect
8
Unanswered
6
Accuracy
44.0%
Average
77.3%
Dermatology
Correct
5
Incorrect
5
Unanswered
1
Accuracy
45.5%
Average
72.3%
Endocrinology and Nutrition
Correct
6
Incorrect
6
Unanswered
3
Accuracy
40.0%
Average
84.0%
ENT
Correct
3
Incorrect
4
Unanswered
1
Accuracy
37.5%
Average
84.7%
Epidemiology
Correct
2
Incorrect
4
Unanswered
1
Accuracy
28.6%
Average
80.2%
Gastroenterology
Correct
17
Incorrect
10
Unanswered
3
Accuracy
56.7%
Average
79.3%
Genetics
Correct
4
Incorrect
5
Unanswered
2
Accuracy
36.4%
Average
78.7%
Geriatrics
Correct
10
Incorrect
2
Unanswered
1
Accuracy
76.9%
Average
83.0%
Gynecology and Obstetrics
Correct
3
Incorrect
7
Unanswered
2
Accuracy
25.0%
Average
84.3%
Health Planning and Management
Correct
5
Incorrect
3
Unanswered
2
Accuracy
50.0%
Average
78.4%
Hematology
Correct
4
Incorrect
4
Unanswered
1
Accuracy
44.4%
Average
76.6%
Immunology
Correct
3
Incorrect
3
Unanswered
0
Accuracy
50.0%
Average
91.4%
Infectious Diseases
Correct
3
Incorrect
8
Unanswered
3
Accuracy
21.4%
Average
77.9%
Legal Medicine and Bioethics
Correct
6
Incorrect
4
Unanswered
1
Accuracy
54.5%
Average
82.9%
Medical Oncology
Correct
10
Incorrect
13
Unanswered
0
Accuracy
43.5%
Average
83.0%
Nephrology
Correct
5
Incorrect
4
Unanswered
1
Accuracy
50.0%
Average
85.1%
Neurology
Correct
3
Incorrect
7
Unanswered
3
Accuracy
23.1%
Average
88.6%
Ophthalmology
Correct
1
Incorrect
4
Unanswered
0
Accuracy
20.0%
Average
83.7%
Palliative Care
Correct
4
Incorrect
2
Unanswered
0
Accuracy
66.7%
Average
80.2%
Pediatrics
Correct
8
Incorrect
10
Unanswered
4
Accuracy
36.4%
Average
87.6%
Pharmacology
Correct
0
Incorrect
8
Unanswered
3
Accuracy
0.0%
Average
78.6%
Psychiatry
Correct
2
Incorrect
5
Unanswered
1
Accuracy
25.0%
Average
87.9%
Pulmonology
Correct
5
Incorrect
7
Unanswered
4
Accuracy
31.3%
Average
82.8%
Radiology-Emergency
Correct
4
Incorrect
6
Unanswered
3
Accuracy
30.8%
Average
67.7%
Rheumatology
Correct
4
Incorrect
7
Unanswered
0
Accuracy
36.4%
Average
88.4%
Statistics
Correct
1
Incorrect
1
Unanswered
0
Accuracy
50.0%
Average
83.8%
Traumatology
Correct
4
Incorrect
6
Unanswered
1
Accuracy
36.4%
Average
65.2%
Urology
Correct
5
Incorrect
3
Unanswered
0
Accuracy
62.5%
Average
82.5%

Question Type Breakdown

Anatomy
Correct
2
Incorrect
1
Unanswered
0
Accuracy
66.7%
Average
82.6%
Biostatistics
Correct
1
Incorrect
1
Unanswered
0
Accuracy
50.0%
Average
83.8%
Diagnosis
Correct
29
Incorrect
42
Unanswered
10
Accuracy
35.8%
Average
82.2%
Epidemiology
Correct
4
Incorrect
4
Unanswered
1
Accuracy
44.4%
Average
88.7%
Ethics
Correct
5
Incorrect
1
Unanswered
0
Accuracy
83.3%
Average
92.0%
Interpretation
Correct
12
Incorrect
18
Unanswered
7
Accuracy
32.4%
Average
72.0%
Legal
Correct
5
Incorrect
3
Unanswered
1
Accuracy
55.6%
Average
82.4%
Pathophysiology
Correct
12
Incorrect
7
Unanswered
7
Accuracy
46.2%
Average
84.3%
Pharmacology
Correct
6
Incorrect
8
Unanswered
1
Accuracy
40.0%
Average
82.3%
Prevention
Correct
4
Incorrect
8
Unanswered
4
Accuracy
25.0%
Average
80.6%
Prognosis
Correct
2
Incorrect
3
Unanswered
0
Accuracy
40.0%
Average
93.2%
Risk
Correct
5
Incorrect
6
Unanswered
4
Accuracy
33.3%
Average
84.3%
Tests
Correct
16
Incorrect
13
Unanswered
4
Accuracy
48.5%
Average
80.3%
Treatment
Correct
28
Incorrect
32
Unanswered
12
Accuracy
38.9%
Average
80.1%
#AnswerCorrectStatus
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