Public research artifact / 2026 production run

Question Bank Quality Atlas

A dark, shareable intelligence surface for the Indian Medical PG review. Start with the cross-subject synthesis, then drop into subject dossiers to inspect packet composition, Bloom pressure, and team-facing report narratives.

Read final synthesis Designed as a publication layer, not an internal dump.
Indexed bank 1,69,690

Questions across the full Indian Medical PG subject surface.

Subjects21
Sampled2,351
Candidate2,000
Gold refs351

Signal board

Three quick lenses on where the bank feels most fragile, most promising, and least calibrated.

Recall pressure

Subjects most crowded by one-step recall

  • Anatomy 77% Bloom 1
  • Forensic Medicine 64% Bloom 1
  • Community Medicine 56% Bloom 1
Recovery potential

Subjects showing more Bloom 3+ material

  • General Medicine 35% Bloom 3+
  • Internal Medicine 22% Bloom 3+
  • Dermatology 20% Bloom 3+
Calibration risk

Subjects with thinnest gold-reference coverage

  • General Medicine 0 gold refs
  • Other 0 gold refs
  • Radiology 12 gold refs

Synthesis

Cross-subject rollups, final production guidance, and the cleanest starting point for team review.

Synthesis

Final Production Synthesis

Across 21 subject reports built from randomized subject packets drawn from a combined pool of roughly 180,000 items, four structural problems dominate the findings. These patterns recur across many subject reports and repeatedly surface in the 21-subject sample; they are not isolated authoring mistakes, but structural problems in how questions have been sourced, tagged, and admitted to the bank.

Open synthesis

Subjects

Each dossier exposes the real packet surface: candidate sample, gold references, and the local report narrative.

Subject dossier
1 report

Anatomy

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
13,876
Sampled total
120
Candidate
100
Gold refs
20
Recall pressure 77% Higher-order 6% Benchmark 8 PYQ 12
B1 82
B2 18
B3 14
B4 6
Subject dossier
1 report

Anesthesiology

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
3,585
Sampled total
116
Candidate
100
Gold refs
16
Recall pressure 33% Higher-order 9% Benchmark 4 PYQ 12
B1 37
B2 60
B3 13
B4 5
B5 1
Subject dossier
1 report

Biochemistry

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
10,646
Sampled total
120
Candidate
100
Gold refs
20
Recall pressure 55% Higher-order 1% Benchmark 8 PYQ 12
B1 59
B2 46
B3 12
B4 2
B5 1
Subject dossier
1 report

Community Medicine

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
10,989
Sampled total
120
Candidate
100
Gold refs
20
Recall pressure 56% Higher-order 7% Benchmark 8 PYQ 12
B1 59
B2 41
B3 12
B4 4
B5 4
Subject dossier
1 report

Dermatology

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
3,237
Sampled total
115
Candidate
100
Gold refs
15
Recall pressure 42% Higher-order 20% Benchmark 3 PYQ 12
B1 48
B2 38
B3 16
B4 12
B5 1
Subject dossier
1 report

ENT

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
4,280
Sampled total
116
Candidate
100
Gold refs
16
Recall pressure 44% Higher-order 9% Benchmark 4 PYQ 12
B1 45
B2 52
B3 12
B4 6
B5 1
Subject dossier
1 report

Forensic Medicine

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
5,504
Sampled total
118
Candidate
100
Gold refs
18
Recall pressure 64% Higher-order 4% Benchmark 6 PYQ 12
B1 76
B2 32
B3 3
B4 6
B5 1
Subject dossier
1 report

General Medicine

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
218
Sampled total
100
Candidate
100
Gold refs
0
Recall pressure 27% Higher-order 35% Benchmark 0 PYQ 0
B1 27
B2 38
B3 8
B4 25
B5 2
Subject dossier
1 report

Internal Medicine

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
18,340
Sampled total
120
Candidate
100
Gold refs
20
Recall pressure 34% Higher-order 22% Benchmark 8 PYQ 12
B1 38
B2 45
B3 20
B4 15
B5 2
Subject dossier
1 report

Microbiology

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
11,104
Sampled total
120
Candidate
100
Gold refs
20
Recall pressure 51% Higher-order 3% Benchmark 8 PYQ 12
B1 53
B2 50
B3 13
B4 4
Subject dossier
1 report

Obstetrics and Gynecology

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
10,364
Sampled total
120
Candidate
100
Gold refs
20
Recall pressure 34% Higher-order 11% Benchmark 8 PYQ 12
B1 42
B2 56
B3 10
B4 11
B5 1
Subject dossier
1 report

Ophthalmology

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
6,703
Sampled total
120
Candidate
100
Gold refs
20
Recall pressure 44% Higher-order 11% Benchmark 8 PYQ 12
B1 53
B2 49
B3 9
B4 8
B5 1
Subject dossier
1 report

Orthopaedics

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
4,052
Sampled total
116
Candidate
100
Gold refs
16
Recall pressure 44% Higher-order 17% Benchmark 4 PYQ 12
B1 48
B2 40
B3 20
B4 8
Subject dossier
1 report

Other

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
0
Sampled total
0
Candidate
0
Gold refs
0
Recall pressure 0% Higher-order 0% Benchmark 0 PYQ 0

Bloom's distribution unavailable.
Subject dossier
1 report

Pathology

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
12,365
Sampled total
120
Candidate
100
Gold refs
20
Recall pressure 43% Higher-order 9% Benchmark 8 PYQ 12
B1 46
B2 53
B3 14
B4 6
B5 1
Subject dossier
1 report

Pediatrics

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
7,754
Sampled total
120
Candidate
100
Gold refs
20
Recall pressure 49% Higher-order 11% Benchmark 8 PYQ 12
B1 51
B2 41
B3 21
B4 7
Subject dossier
1 report

Pharmacology

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
14,472
Sampled total
120
Candidate
100
Gold refs
20
Recall pressure 43% Higher-order 7% Benchmark 8 PYQ 12
B1 47
B2 52
B3 18
B4 3
Subject dossier
1 report

Physiology

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
10,474
Sampled total
120
Candidate
100
Gold refs
20
Recall pressure 45% Higher-order 4% Benchmark 8 PYQ 12
B1 49
B2 63
B3 4
B4 4
Subject dossier
1 report

Psychiatry

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
4,716
Sampled total
118
Candidate
100
Gold refs
18
Recall pressure 41% Higher-order 10% Benchmark 6 PYQ 12
B1 50
B2 51
B3 8
B4 8
B5 1
Subject dossier
1 report

Radiology

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
5,382
Sampled total
112
Candidate
100
Gold refs
12
Recall pressure 40% Higher-order 10% Benchmark 0 PYQ 12
B1 43
B2 51
B3 6
B4 12
Subject dossier
1 report

Surgery

A packetized review surface with candidate pressure, gold-reference coverage, and report access.

Total bank
11,629
Sampled total
120
Candidate
100
Gold refs
20
Recall pressure 31% Higher-order 9% Benchmark 8 PYQ 12
B1 36
B2 63
B3 15
B4 6