Collective Demo
TransAdvocate Staff
Collective author profile

TransAdvocate Staff

Website
Persistent author record

CAI-2026-1911-66DB

This profile is a persistent identity and corpus record. Bibliographic facts, author-supplied information, editorial verification, computational measurements, model inferences, and external indexes are identified separately throughout the page.

Profile status
Unclaimed
11registered publications
13,675analyzed words
2017–2019represented publication period
6.6effective primary themes
2documented inbound sources/citations
1member publications represented
Interactive corpus map

Patterns in registered work

Explore how recurring themes and framings connect across this author’s registered publications. Each topic opens its Collective archive.

Theme Academic framing Policy framing Recurring co-occurrence Connection across framing types Broader and narrower term

Drag a topic to rearrange the map. Drag empty space to move the constellation, use the mouse wheel or controls to zoom, and hover or focus a topic to emphasize its direct connections. Line strength reflects recurrence in this author’s registered corpus; it does not imply agreement or causation.

View topics as a text list

Academic framings

Corpus at a glance

Composition and completeness

This analysis covers 11 registered publications dated 2017–2019. Full source text was available for 11 records, partial text for 0, and metadata only for 0.

The registered corpus is the unit of analysis. These statistics describe available texts and metadata; they are not claims about the author’s personality, intelligence, intentions, identity, or private beliefs.

11publications analyzed
1,059median words per publication
100.0%full-text coverage
0.0%archival-copy coverage
0co-authored publications
0possible duplicate groups

Registered output by year

Registered publication output trends downward across the represented years. Linear model R²: 0.96.

Publication-length distribution

Mean 1,243 words · median 1,059 · standard deviation 798.

Member-publication distribution

Editorial forms represented

Research trajectory

Thematic development over time

Theme-by-year heatmap

Theme201720182019
Transgender identity and history621
Community and organizing421
Law and civil rights411
Education and youth321
Media, rhetoric, and discourse310
Religion and morality220
History, archives, and memory201
Violence, safety, and dehumanization210
Healthcare and medicine110
Public policy and governance101
2017–2019

11 publications

Education and youth · Law and civil rights · Violence, safety, and dehumanization · Media, rhetoric, and discourse

Potential change points compare rolling three-year thematic distributions with Jensen-Shannon divergence. They are model-derived boundaries, not authoritative divisions in the author’s intellectual biography.

Theme ecology

Breadth, concentration, and communities

91.1%normalized thematic breadth
6.6effective primary themes
0.190theme concentration (HHI)
100%mean primary-theme confidence

Primary-theme assignments are broadly distributed. The most recurrent primary themes are Education and youth, Law and civil rights, Violence, safety, and dehumanization.

Ranked themes

Theme communities

Transgender identity and history · Community and organizing

Transgender identity and history (9) · Community and organizing (7) · Law and civil rights (6) · Education and youth (6) · Media, rhetoric, and discourse (4) · Religion and morality (4) · History, archives, and memory (3) · Violence, safety, and dehumanization (3) · Healthcare and medicine (2) · Public policy and governance (2) · Family and relationships (2) · Science, evidence, and expertise (2) · Culture, identity, and representation (1) · Labor, economics, and institutions (1) · Feminism and gender politics (1) · Sex and gender classification (1)

Semantic map

Publication clusters and bridge works

Interactive map of registered publications

Proximity reflects corpus-relative lexical similarity. Larger nodes have more documented inbound evidence; node color reflects the primary theme.

Publication; color identifies primary themeStronger lexical similarityLarger node: more documented reception

The semantic map uses TF-IDF vectors and cosine similarity within this registered corpus. Position is produced by a force layout from the strongest similarity edges; proximity is relative, not an absolute measure of meaning.

Framing and method

How the registered work approaches its subjects

Academic framings

Policy framings

Editorial functions

Academic and policy framing combinations

Academic framingPublic accommodations and facilitiesElections and democratic governanceAdministrative classification and identity documentsCivil rights and anti-discriminationResearch ethics and data governanceEducation policyCriminal justice and public safety
Historical analysis2212100
Interpretive analysis1110001
Legal analysis0011100
Clinical and medical analysis0011100
Public-health analysis0011100
Critical theory1101000
Media and discourse analysis2101000
Language and rhetorical form

Measurable textual characteristics

0.817moving-average lexical diversity
24.2mean sentence length
414.4mean paragraph length
13.7Flesch grade estimate

Rhetorical feature profile

Evidence language Historical language Legal/policy language Institutional language Quoted passages Outbound references

Axes are normalized to display scales stated in the methods note; the chart is comparative within the profile, not a grading instrument.

Sentence-length distribution

1.2questions per 1,000 words
6.8quoted passages per 1,000 words
7.4outbound links per 1,000 words

Distinctive terms relative to the Collective baseline

View rates and comparison values
TermAuthor rate / 1,000Collective rate / 1,000Log-odds z
violence9.330.8515.04
marker2.690.088.79
registration2.830.058.68
change5.941.388.49
sarah2.120.127.78
north1.980.167.17
child2.970.507.07
christian1.700.156.54
property1.410.046.40
card1.410.116.17
abortion1.270.056.16
american3.250.836.01
necessary1.550.176.00
texas2.830.655.98
intersex2.970.715.97
rape2.970.715.97
threat1.550.185.92
countries1.130.035.74
brazilian1.130.035.74
constitutional1.130.075.68
dignity1.130.075.68
home1.840.325.53
document1.130.095.52
miles0.990.035.44

Lexical statistics are descriptive properties of the available texts. They do not diagnose writing quality, intelligence, personality, or intent. Distinctive terms are compared with a sampled Collective baseline using smoothed log-odds.

Evidence and source ecology

What the registered corpus links to

97outbound links analyzed
34distinct linked domains
13.8effective domain diversity
4.1%same-publication reference rate

Source families

Frequently linked domains

Source families are inferred from link domains and URL patterns. They describe the ecology of linked evidence and references, not the reliability or ideological position of an individual source.

Collaboration and relationships

Co-authorship and corpus similarity

Author relationship network

Co-authorship and corpus-based similarity are displayed as different relationship types.

Profile authorCo-authorCorpus-related author

Collaboration summary

0distinct co-authors
0co-authored publications
11sole-authored publications

Co-authors

Member publications

  1. Transadvocate.com11

Co-authorship, corpus similarity, citation relationships, and publication overlap are shown as distinct relationship types. A corpus relationship does not imply a personal, institutional, or political association.

Documented circulation and reception

How evidence of reuse is distributed across the corpus

2documented source records
2distinct referring domains
0scholarly citation records or provider total
0books or edited-volume references
18.2%publications with evidence
0.818reception concentration (Gini)

Evidence by channel

Documented references over time

Reception concentration

Cumulative share of publications Cumulative share of documented reception Equal distribution

The most-referenced 10% of publications account for approximately 100.0% of documented reception.

Publications with the most documented reception

PublicationYearAll evidenceScholarlyBooksWeb
SBF: Dr. Cretella doesn’t like some scholarly, peer-reviewed research on trans suicide20181000
What the Trans Moment Has to Offer Radical Feminism20181000
African Voices: Well behaved women rarely make history20170000
On the Ethics and Utility of Violence20170000
Why is the self-righteous set so persistently dishonest about trans access?20170000
Timeline of Queer & Trans POC-led Resistance to #HB220170000
The Real Housewives of Gilead20170000
Introducing TransAdvocate Brazil20170000
The TransAdvocate takes action at the Texas Capitol20170000
SBF: Children have rights Mr. Perkins20180000
Goodbye Sarah DePalma20190000

Reception measures documented circulation and reuse across the evidence sources available to the Collective. They do not establish quality, correctness, cultural worth, or the author’s social standing. Provider totals can overlap.

Comparative corpus context

Contrasts with other registered Collective publications

The comparison baseline contains 1,200 other registered publications. Differences are descriptive contrasts, not author rankings.

0.465theme-distribution divergence
0.224lexical-distribution divergence
0.29standardized article-length difference
0.0author median documented reception

Theme prevalence differences

Academic-framing differences

Policy-framing differences

Comparisons use the rest of the registered Collective as the default baseline. Percentage-point differences and standardized effects describe corpus contrasts; they are not rankings or evaluations of authors.

Corpus coverage

Places, institutions, periods, and populations represented

Geographic coverage

  1. United States6
  2. Europe1

Institutions named

  1. American College2
  2. Africa Litigation Centre. Botswana High Court1
  3. National Department1
  4. South Africa’s Department1
  5. National Rifle Association1
  6. Pacific Justice Institute1
  7. Evergreen State College1
  8. Family Research Council1

Historical periods

  1. 2010s12
  2. 1960s7
  3. 2000s5
  4. 1990s5
  5. 1980s2
  6. 1940s1

Populations discussed

  1. transgender people7
  2. women7
  3. children and adolescents7
  4. students and educators5
  5. families and parents5
  6. activists and organizers5
  7. patients and healthcare users1
  8. racial and ethnic communities1

Coverage measures recurring places, institutions, historical periods, scopes, and population terms in the registered texts. It describes what is present in the corpus and does not judge omissions or infer the author’s identity or attitudes.

Guided reading paths

Different ways into the registered corpus

Representative workClosest to the semantic center of recurring work in the registered corpus.
Foundational workEarlier work whose primary themes persist in later registered publications.
Bridge workConnects publication clusters that would otherwise be less directly linked.
Turning-point workAppears near a model-detected change in thematic composition.
High documented receptionHas comparatively substantial documented circulation or citation evidence.
Central but less documented receptionIs structurally central to the corpus while having comparatively limited documented reception.
Atypical workDiffers most from the author’s other registered publications in corpus-relative lexical similarity.
Synthesis workCombines multiple themes and analytical framings that often appear separately.

These categories describe structural positions in the registered corpus. They do not establish scholarly quality, correctness, or cultural value.

Trust, correction, and reuse

Provenance, profile control, and research data

How to read this profile

Source-supplied

Provided by a member publication.

Author-verified

Confirmed by the profile owner.

Editor-verified

Reviewed by a Collective editor.

Computationally measured

Calculated directly from registered text or metadata.

Model-inferred

Produced by a versioned analytical model.

External index

Obtained from an external bibliographic or web index.

Profile actions

Authors and other knowledgeable parties may request identity corrections, article-association review, classification review, or visibility changes. Requests create an editorial revision record rather than silently replacing prior data.

Download research data

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Methods, coverage, and limitationsHow this corpus report was produced

Methods used

  • descriptive statistics
  • Shannon entropy and Herfindahl concentration
  • TF-IDF cosine similarity
  • weighted term co-occurrence
  • network degree and betweenness centrality
  • Jensen-Shannon divergence
  • log-odds lexical keyness
  • linear trend estimation
  • Gini and Lorenz concentration analysis
  • rule-based source and entity-family classification

Interpretive limits

  • The analysis describes the registered corpus, not the author’s personality, intentions, identity, or private beliefs.
  • Machine-generated themes, framings, source families, and entity families are provisional and remain open to editorial review.
  • Citation and inbound-source coverage depends on the providers, identifiers, and public evidence available to the Collective.
  • Semantic similarity is lexical and corpus-relative; it is not equivalent to human interpretation or a universal map of the subject.
  • Where a corpus exceeds the stated processing limits, the profile reports a stratified analytical sample and retains the full registered bibliography.
Analysis version
1.0.0
Generated
October 15, 2026
Record processing limit
180
Registered bibliography

Publications in the Collective

Corpus relationships

Related authors

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Marti Abernathey

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Related authors are calculated from co-authorship, shared themes and framings, and citation relationships in the registered corpus.