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: 122
Related term clusters: 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

Start with your topic. Discover where to go next.

Explore different angles and find fresh ideas to shape your next piece of content.

Mammography

6DICOM · X-ray · Peak kilovoltage

10Ionizing radiation · Radiography · Bone

19United States Preventive Services Task Force · Radiologist · Stereotactic biopsy

6Biological tissue · Motion blur · Deodorant

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.

Types

Medical uses

When to start screening

Screening for high-risk population

National Comprehensive Cancer Network

Procedure

History

Arguments against screening mammography

Society and culture

Regulation

Research

For the semantics nerds

You can skip this section if you’re here for content ideas and keyword inspiration.

Advanced semantic analysis

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, Mammograms, Prate, Research, Researchers, Samuel, The Politics, Thus, UK Another extracted example is Mammography → BI-RADS, CC, Deodorant, Diagnostic, FDA, FFDM, Full Field Digital Mammography, MLO, Parallel-plate, Patients, Screening, Today, X-ray, X-rays. Use these groups to spot repeated connection types before inspecting the individual relationships.

Top relations

related to False negatives · 14

Mammography → Accurate, Cancer, Dr, Epstein, Estimates, Five, Mammograms, Prate, Research, Researchers, Samuel, The Politics, Thus, UK

related to Procedure · 14

Mammography → BI-RADS, CC, Deodorant, Diagnostic, FDA, FFDM, Full Field Digital Mammography, MLO, Parallel-plate, Patients, Screening, Today, X-ray, X-rays

related to Overdiagnosis · 9

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

related to Artificial intelligence (AI) algorithms · 7

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

related to Contrast-enhanced mammography · 7

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

related to 3D mammography · 6

Mammography → Another, Cost, DBT, Supplementing, Three-dimensional, X-rays

related to history · 6

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

related to Regulation · 6

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

is a · 5

Mammography → advanced imaging technique that employs iodinated contrast agents to visualize breast neovascularization, early detection of breast cancer, NASA spin-off, potential risk of screening, specialized form of mammography that uses digital receptors and computers instead of X-ray film to help examine breast tissue for breast cancer

related to Cost-effectiveness · 5

Mammography → Breast, Denmark, Spain, Therefore, United States

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 122 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 Related term clusters

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

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

Triples122

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

Mammography: History, Community, Culture & Applications

Mammography topic overview

What this topic covers Research coverage

Key facts & relationships

Start with your topic. Discover where to go next.

Questions to explore

Explore all related topics Closing gaps

Overview

Types

Medical uses

When to start screening

Screening for high-risk population

Procedure

History

Arguments against screening mammography

Society and culture

Regulation

Research

For the semantics nerds

Advanced semantic analysis

How Mammography connects Entity context

Mammography

Top relations

Important terminology

Important terminology

Mammography relationships Subject–Predicate–Object triples

Related concept clusters Related term clusters

Connections between topic areas Semantic bridges

Map overview Semantic statistics

Mammography

Source & methodology