Collective Demo
Gwen Smith
Collective author profile

Gwen Smith

Website
Persistent author record

CAI-2026-1994-40C7

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
15registered publications
11,980analyzed words
2017–2018represented publication period
1.3effective primary themes
0documented inbound sources/citations
1member publications represented
About

Gwen Smith has been a transgender advocate for more than two decades. She is the writer of the Transmissions column for the Bay Area reporter, now in its 15th year. She is also the founder of the Transgender Day of Remembrance an early transgender Internet pioneer, and the managing editor for genderfork.com.

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 15 registered publications dated 2017–2018. Full source text was available for 15 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.

15publications analyzed
752median 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 upward across the represented years. Linear model R²: 1.00.

Publication-length distribution

Mean 799 words · median 752 · standard deviation 240.

Member-publication distribution

Editorial forms represented

Research trajectory

Thematic development over time

Theme-by-year heatmap

Theme20172018
Community and organizing510
Transgender identity and history510
Law and civil rights27
Violence, safety, and dehumanization34
Education and youth42
Healthcare and medicine33
Public policy and governance15
Family and relationships13
Science, evidence, and expertise21
Labor, economics, and institutions21
2017–2018

15 publications

Transgender identity and history · Education and youth

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

35.3%normalized thematic breadth
1.3effective primary themes
0.876theme concentration (HHI)
100%mean primary-theme confidence

Primary-theme assignments are strongly concentrated. The most recurrent primary themes are Transgender identity and history, Education and youth.

Ranked themes

Theme communities

Community and organizing · Transgender identity and history

Community and organizing (15) · Transgender identity and history (15) · Law and civil rights (9) · Violence, safety, and dehumanization (7) · Education and youth (6) · Healthcare and medicine (6) · Public policy and governance (6) · Family and relationships (4) · Science, evidence, and expertise (3) · Labor, economics, and institutions (3) · Culture, identity, and representation (3) · Race and intersectionality (2) · Religion and morality (2) · Sex and gender classification (1) · History, archives, and memory (1) · Technology, data, and platforms (1) · Media, rhetoric, and discourse (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 framingCriminal justice and public safetyPublic accommodations and facilitiesResearch ethics and data governanceCivil rights and anti-discriminationElections and democratic governanceEducation policyAdministrative classification and identity documents
Clinical and medical analysis2120111
Policy analysis1001000
Legal analysis3111100
Interpretive analysis1201000
Historical analysis2201000
Psychological analysis2110000
Qualitative and interview research2000000
Language and rhetorical form

Measurable textual characteristics

0.801moving-average lexical diversity
25.1mean sentence length
266.2mean paragraph length
13.9Flesch 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

1.9questions per 1,000 words
11.4quoted passages per 1,000 words
0.8outbound 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
transgender28.526.4618.25
nation6.550.3013.40
affecting6.550.0711.89
smith5.460.0711.23
column4.520.1411.18
remembrance4.520.1411.18
genderqueer4.360.2610.74
founder4.520.0610.33
inmates3.580.049.09
federal3.580.358.97
intersex4.360.618.88
prison2.650.128.60
case4.680.858.24
reviewing4.680.028.14
justice3.900.628.00
lawsuit3.120.037.99
department2.650.267.73
news4.520.947.59
guards2.030.047.42
military2.340.227.38
police3.120.477.35
state4.050.906.97
administration1.870.136.94
filed1.560.086.60

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

9outbound links analyzed
8distinct linked domains
7.7effective domain diversity
22.2%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
15sole-authored publications

Co-authors

Member publications

  1. Transadvocate.com15

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

0documented source records
0distinct referring domains
0scholarly citation records or provider total
0books or edited-volume references
0.0%publications with evidence
0.000reception concentration (Gini)

Evidence by channel

Reception concentration

Cumulative share of publications Cumulative share of documented reception Equal distribution

The most-referenced 10% of publications account for approximately 0.0% of documented reception.

Publications with the most documented reception

PublicationYearAll evidenceScholarlyBooksWeb
Gender Nation: Catholic Bishops & Trump’s DOJ are liars20170000
Gender Nation: Justice coming in two anti-trans murders20170000
Gender Nation: Rape, Segregation, & Justice20170000
Gender Nation: Killing Pride, Politically Pimping Rape, & Wal-Mart Discriminates Against Trans People20170000
We’ve been here before: child molesters & the political right20170000
Gender Nation: Funeral funded, certificates changed, and film faux pas fixed20180000
Gender Nation: Is a serial killer targeting black trans women?20180000
Gender Nation: A pair of painful losses20180000
Gender Nation: State health case could have national ramifications20180000
Gender Nation: Military Ban is stayed, once again20180000
Gender Nation: Transphobia, Termination, and Tinder20180000
Gender Nation: An Oscar Win while RuPaul Fails20180000

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.

0.357theme-distribution divergence
0.349lexical-distribution divergence
-0.02standardized 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 States12

Institutions named

  1. Family Research Council2
  2. United States Department1
  3. Massachusetts Department1
  4. Defense Health Agency1
  5. Equal Employment Opportunity Commission1
  6. Prevention Institute1
  7. City College1
  8. City Council1

Historical periods

  1. 2010s18
  2. 2000s4
  3. 1970s4
  4. 1990s3
  5. 1960s2
  6. 1950s1
  7. 1980s1
  8. 2060s1

Populations discussed

  1. transgender people15
  2. women11
  3. students and educators8
  4. families and parents6
  5. children and adolescents4
  6. racial and ethnic communities2

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
August 31, 2026
Record processing limit
180
Registered bibliography

Publications in the Collective

Corpus relationships

Related authors

Cristan Williams

319 publications · 3,580 inbound sources/citations

Shares registered themes including Community and organizing, Transgender identity and history, Law and civil rights.

Admin

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Shares registered themes including Community and organizing, Transgender identity and history, Law and civil rights.

Cristan Williams

143 publications · 714 inbound sources/citations

Shares registered themes including Community and organizing, Transgender identity and history, Law and civil rights.

Cooke

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Shares registered themes including Community and organizing, Transgender identity and history, Law and civil rights.

Autumn Sandeen

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Shares registered themes including Community and organizing, Transgender identity and history, Law and civil rights.

TransAdvocate Staff

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Shares registered themes including Community and organizing, Transgender identity and history, Law and civil rights.

Marti Abernathey

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Shares registered themes including Community and organizing, Transgender identity and history, Law and civil rights.

Kat

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Shares registered themes including Community and organizing, Transgender identity and history, Law and civil rights.

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