Mammography

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Mammography topic overview

The analysis highlights History, Community, Culture and Applications as prominent areas in the source structure around Mammography.

Related topics: 95
Source areas: 11
Connected nodes: 106
Extracted relationships: 176
Concept neighborhoods: 35
Bridge connections: 106

What this topic covers Research coverage

Source areas are shown by the number of related topics found in each part of the analysis. Use smaller areas too: they can reveal specialized angles and content gaps.

Overview · 26 topics

Procedure · 15 topics

History · 12 topics

Arguments against screening mammography · 10 topics

Types · 10 topics

Society and culture · 7 topics

Research · 5 topics

When to start screening · 4 topics

Medical uses · 3 topics

Regulation · 2 topics

Screening for high-risk population · 1 topics

Smaller areas are not necessarily less important. They contain fewer connections in this analysis and can be useful for finding specialized angles or coverage gaps.

Key facts & relationships

High-confidence facts extracted from structured source data. Use them as anchors for further research.

ICD-10-PCS: BH0
ICD-9-CM: 87.37
MedlinePlus: 003380
MeSH: D008327
OPS-301 code: 3–10
Other names: Mastography

Explore all related topics Closing gaps

Browse the complete topic structure, not only the most central items. Less prominent entities and concepts can reveal missing angles, specialized context and useful research gaps. Each item opens a new analysis centered on that subject.

Overview

DICOM
X-rays X-ray
KVp Peak kilovoltage
Breast
Breast cancer
Microcalcifications Microcalcification
Ionizing radiation
Radiography
Bones Bone
Tomosynthesis
Ultrasound
Ductography
Positron emission mammography
Magnetic resonance imaging
Lumpectomy
Mastectomy
U.S. Preventive Services Task Force United States Preventive Services Task Force
BI-RADS
American College of Radiology
Positive Positive predictive value
Negative predictive values Negative predictive value
Screening mammograms Screening mammogram
Biopsied Biopsy
Local anesthesia
Staging TNM staging system
The help of x-rays Stereotactic biopsy

Types

Radiologists Radiologist
NASA spin-off
Hubble Space Telescope
Fuji Fujifilm
Three-dimensional mammography
Iodinated contrast
Neovascularization
Angiogenesis
The Lancet
Spectral imaging Spectral imaging (radiography)

Medical uses

Regulation

Research

Artificial intelligence (AI)
AUC Area under the curve (receiver operating characteristic)
CNN Convolutional neural network
ANN Artificial neural network
SVM Support vector machine

Advanced semantic analysis

Deeper signals for content research, entity SEO and topical coverage. The plain-language headings explain what each technical view is useful for.

How Mammography connects Entity context

The extracted context around Mammography shows recurring relationship patterns in the source. For example, Mammography → Accurate, Cancer, Dr, Epstein, Estimates, Five, For, In, Mammograms, Most, Of, Prate, Research, Researchers, Samuel, The, The Politics, This, Thus, UK Another extracted example is Mammography → BI-RADS, CC, Deodorant, Diagnostic, During, FDA, FFDM, Full Field Digital Mammography, In, MLO, Parallel-plate, Patients, Screening, The, There, This, Today, Until, X-ray, X-rays. Use these groups to spot repeated connection types before inspecting the individual relationships.

Top relations

related to False negatives · 20

Mammography → Accurate, Cancer, Dr, Epstein, Estimates, Five, For, In, Mammograms, Most, Of, Prate, Research, Researchers, Samuel, The, The Politics, This, Thus, UK

related to Procedure · 20

Mammography → BI-RADS, CC, Deodorant, Diagnostic, During, FDA, FFDM, Full Field Digital Mammography, In, MLO, Parallel-plate, Patients, Screening, The, There, This, Today, Until, X-ray, X-rays

related to Overdiagnosis · 12

Mammography → Cancer Research UK, Dartmouth College, Dr, England, Estimates, Gilbert Welch, Gotzsche, In, Karsten Juhl Jørgensen, Peter, The, This

related to Arguments against the USPSTF recommendations · 10

Mammography → According, As, In, Instead, National Vital Statistics System, The, There, This, United States, USPSTF

related to history · 9

Mammography → Albert Salomon, As, By, German, In, Salomon's, Wilhelm Röntgen, X-ray, X-rays

related to Contrast-enhanced mammography · 8

Mammography → Advocates, CEM, Conducted, Contrast-enhanced, MRI, The Lancet, This, Tumor-associated

related to External links · 8

Mammography → Answers, Mammograms, Mammographic Image Analysis HomepageScreening, National Cancer InstituteAmerican Cancer, Other Breast Imaging ProceduresU, Preventive Task Force, Questions, Society

related to False positives · 8

Mammography → However, Research, Some, The, There, These, This, Thus

related to Regulation · 8

Mammography → At, Facilities, FDA-approved, Mammography Quality Standards Act, MQSA, MRI, The, United States

related to Artificial intelligence (AI) algorithms · 7

Mammography → AI, ANN, Another, AUC, CNN, Recently, SVM

Important terminology

Use these terms to understand the vocabulary surrounding the topic, not as a checklist for keyword stuffing.

Important terminology

breast cancer screening women mammograms years age 40 also may found bi-rads patients mortality digital mammogram cancers tissue radiation imaging

Mammography relationships Subject–Predicate–Object triples

TTTA extracted 176 structured relationships around Mammography. Examples in this analysis include Mammography → ICD-10-PCS → BH0 and Mammography → ICD-9-CM → 87.37. The table shows each extracted connection, where it came from and its confidence.

Subject	Predicate	Object	Confidence	Src
Mammography	ICD-10-PCS	BH0	1.00	infobox
Mammography	ICD-9-CM	87.37	1.00	infobox
Mammography	MedlinePlus	003380	1.00	infobox
Mammography	MeSH	D008327	1.00	infobox
Mammography	OPS-301 code	3–10	1.00	infobox
Mammography	Other names	Mastography	1.00	infobox
Mammography	is a	early detection of breast cancer	0.90	text
Mammography	is a	specialized form of mammography that uses digital receptors and computers instead of X-ray film to help examine breast tissue for breast cancer	0.90	text
Mammography	is a	NASA spin-off	0.90	text
Mammography	is a	advanced imaging technique that employs iodinated contrast agents to visualize breast neovascularization	0.90	text
Mammography	is a	potential risk of screening	0.90	text
magnification	instance of	The latter is a more detailed mammogram that allows dedicated attention to the abnormal finding with additional maneuvers	0.80	text

Related concept clusters Concept neighborhoods

The concept neighborhoods around Mammography bring nearby vocabulary together. In this analysis, examples include Screening, Breast and Cancer. Use the clusters to find adjacent concepts and terminology that may deserve separate research.

Mammography
- Screening
- Breast
- Cancer
- Digital
- Women
- Years
- Early
- Cancers
- Age
- Found
- Detection
- Mortality
mammography
- Screening
- Breast
- Cancer
- Digital
- Women
- Years
- Early
- Cancers
- Age
- Found
- Detection
- Mortality
breast
- Cancer
- Screening
- Women
- Mammography
- Age
- Risk
- Tissue
- Mammogram
- Found
- Years
- Mortality
- American
breast cancer
- Cancer
- Screening
- Women
- Mammography
- Risk
- Age
- Years
- Tissue
- Mammogram
- Found
- Mortality
- American
positron emission mammography
- Screening
- Breast
- Cancer
- Digital
- Women
- Years
- Early
- Cancers
- Age
- Found
- Detection
- Mortality
screening mammograms
- Cancer
- Women
- Patients
- Years
- Study
- Age
- Found
- May
- Mammograms
- Screening
- False
- Mortality
three-dimensional mammography
- Screening
- Breast
- Cancer
- Digital
- Women
- Years
- Early
- Cancers
- Age
- Found
- Detection
- Mortality
national cancer institute
- Screening
- Women
- Mammography
- Risk
- Age
- Years
- Found
- Mortality
- American
- Ages
- Early
- Mammogram

Connections between topic areas Semantic bridges

For Mammography, one of the stronger structural bridges in this analysis connects Mammography with Overview. Bridges highlight paths between different parts of the map and can reveal research angles that are easy to miss in a flat list.

Min side: 3

Mammography — Overview · splits 80 ⟂ 27

Mammography — Procedure · splits 91 ⟂ 16

Mammography — History · splits 94 ⟂ 13

Mammography — Types · splits 96 ⟂ 11

Mammography — Arguments against screening mammography · splits 96 ⟂ 11

Mammography — Society and culture · splits 99 ⟂ 8

Mammography — Research · splits 101 ⟂ 6

Mammography — When to start screening · splits 102 ⟂ 5

Mammography — Medical uses · splits 103 ⟂ 4

Mammography — Regulation · splits 104 ⟂ 3

Map overview Semantic statistics

Mammography

Nodes107

Edges106

Triples176

Avg. degree1.98

Density0.018692

Components1

Source & methodology

TTTA analyzes the structure around Mammography to surface related topics, entities, relationships, concept neighborhoods and bridge connections. Use the map to explore areas such as History, Community, Culture & Applications, including less central topics that may reveal useful research gaps. Automatically extracted connections are research leads rather than rewritten encyclopedia content.

Source: Wikipedia — Mammography · EN edition · Analysis: TopicsToTalkAbout