Collective Demo
Noah Adams
Collective author profile

Noah Adams

Website
Persistent author record

CAI-2026-1897-EA5E

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
2registered publications
5,024analyzed words
2019–2019represented publication period
1.0effective primary themes
312documented 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

Policy framings

Corpus at a glance

Composition and completeness

This analysis covers 2 registered publications dated 2019–2019. Full source text was available for 2 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.

2publications analyzed
2,512median words per publication
100.0%full-text coverage
0.0%archival-copy coverage
0co-authored publications
0possible duplicate groups

Registered output by year

No strong linear increase or decrease is visible in annual registered publication output. Linear model R²: 0.00.

Publication-length distribution

Mean 2,512 words · median 2,512 · standard deviation 1,450.

Member-publication distribution

Editorial forms represented

Research trajectory

Thematic development over time

Theme-by-year heatmap

Theme2019
Community and organizing2
Healthcare and medicine2
Science, evidence, and expertise2
Technology, data, and platforms2
Transgender identity and history2
Media, rhetoric, and discourse1
Law and civil rights1
2019–2019

2 publications

Healthcare and medicine

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

0.0%normalized thematic breadth
1.0effective primary themes
1.000theme concentration (HHI)
100%mean primary-theme confidence

Primary-theme assignments are strongly concentrated. The most recurrent primary themes are Healthcare and medicine.

Ranked themes

Theme communities

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 framingHealthcare regulation
Clinical and medical analysis1
Interpretive analysis0
Public-health analysis0
Qualitative and interview research0
Psychological analysis1
Language and rhetorical form

Measurable textual characteristics

0.841moving-average lexical diversity
19.9mean sentence length
837.3mean paragraph length
10.7Flesch 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

2.1questions per 1,000 words
3.1quoted passages per 1,000 words
3.1outbound 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
guys7.980.1412.09
matt7.140.1111.37
surgery8.820.5411.24
bottom5.040.059.36
surgeon7.980.028.83
wpath4.200.128.76
surgeries3.780.088.44
phalloplasty12.600.018.24
options3.360.117.84
worth3.360.177.40
surgical4.200.347.34
experiences4.200.377.18
patients2.940.127.14
surgeons5.460.017.05
university3.780.316.99
health5.880.866.96
complaints2.520.066.96
posts2.940.156.93
penile2.940.026.81
outcome2.520.036.77
several3.780.366.66
genitals2.940.186.64
multiple2.520.116.58
team2.520.136.42

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

15outbound links analyzed
13distinct linked domains
12.0effective domain diversity
6.7%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
2sole-authored publications

Co-authors

Member publications

  1. Transadvocate.com2

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

101documented source records
2distinct referring domains
311scholarly citation records or provider total
0books or edited-volume references
100.0%publications with evidence
0.497reception 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 99.7% of documented reception.

Publications with the most documented reception

PublicationYearAll evidenceScholarlyBooksWeb
Phalloplasty201931131100
Unethical Trans Doc Exposed 20191000

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.

0.900theme-distribution divergence
0.402lexical-distribution divergence
1.64standardized article-length difference
156.0author 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 States2

Institutions named

  1. The University1
  2. Transgender Professional Association1
  3. World Professional Association1

Historical periods

  1. 2010s3

Populations discussed

  1. women2
  2. patients and healthcare users2
  3. transgender people1
  4. children and adolescents1
  5. families and parents1

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

CAN-0000-0076-F3BB311 documented references

Phalloplasty

The topic engenders polarized debate within the transgender community. Nowhere more than on internet support groups where, in the same thread, you will see some regard it as lifesaving and others as “frankendicks” that lack sensation and are…

Article
Community and organizingHealthcare and medicine
Corpus relationships

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