CT.gov Modality Sponsor Repeaters
2026-03-29 | full-registry ct.gov audit | plots, figures, and e156 bundle
Series
Sponsor Repeater Project

Do repeat-offender sponsors change when modality is held fixed?

A standalone public project on sponsor repeaters by intervention family, showing that drug, device, procedure, dietary, biological, and behavioral portfolios have different leading pockets of silence.

Drug GSK 1,033
Device Cairo 205
Procedure Cairo 97.3%
Behavioral UCSF 317

Project

This page uses the same logic as the rest of the series but applies it to sponsor lists directly: whole-registry leaderboards blur together sponsors that only recur inside particular treatment modalities.

The biggest whole-registry sponsors do not fully explain the backlog. Once modality is fixed, different repeater lists emerge.

Project readout

A standalone E156 project on how the leading hiddenness sponsors change when CT.gov studies are split by intervention family.

Drug top backlog
1,033
GSK
Procedure top rate
97.3%
Cairo University
Dietary top backlog
154
Maastricht UMC
Behavioral top backlog
317
UCSF
Top sponsor backlog by family
INTERVENTION FAMILIESTop sponsor missing-results counts inside selected intervention familiesDrug | GSK1,033Device | Cairo University205Procedure | Cairo University254Behavioral | UCSF317Biological | NIAID290Dietary | Maastricht UMC154
Drug families have the biggest absolute stock, but the leading sponsor is not the same everywhere.
This chart is about modality-specific repetition rather than one universal sponsor pecking order.
Read Across Projects

Across The Series

The split projects are meant to be read together because each isolates a different dimension of registry opacity rather than forcing every question into one leaderboard.

Industry
CT.gov Industry Disclosure Gap

Industry-focused missing-results stock, sponsor backlogs, and structural sparsity inside CT.gov.

Sponsor Classes
CT.gov Sponsor-Class Hiddenness

Sponsor-class comparisons on rate, stock, and structural hiddenness rather than one flattened ranking.

Phases
CT.gov Phase Reporting Gap

Phase-by-phase disclosure gaps showing how silence changes along the development pathway.

Structural
CT.gov Structural Missingness

Field-level missingness across publication links, IPD statements, descriptions, and locations.

Visibility
CT.gov Evidence Visibility Gap

Results-plus-publication visibility states showing how many older trials are fully visible, partly visible, or ghosted.

Cohorts
CT.gov Completion Cohort Debt

Completion-era reporting debt showing how older eligible cohorts drift on no-results and ghost-protocol rates.

Conditions
CT.gov Condition Hiddenness Map

Keyword-classified therapeutic-area hiddenness mapping across common condition families.

Concentration
CT.gov Sponsor Backlog Concentration

Concentration and inequality analysis showing how much unresolved stock sits inside a thin sponsor slice.

Rule Eras
CT.gov Rule-Era Reporting Gap

Policy-era comparisons across pre-FDAAA, FDAAA, and later CT.gov completion cohorts.

PubMed Audit
CT.gov Publication Undercount Audit

Sample-based external PubMed NCT audit testing how often CT.gov no-link records hide an external paper trail.

Oncology
CT.gov Oncology Hiddenness

Oncology-specific CT.gov hiddenness showing where cancer-trial stock, phases, and sponsors still go quiet.

Cardiovascular
CT.gov Cardiovascular Hiddenness

Cardiovascular CT.gov hiddenness showing how heart and vascular studies remain quiet across major phases and sponsors.

Metabolic
CT.gov Metabolic Hiddenness

Metabolic CT.gov hiddenness across obesity, diabetes, and related trial portfolios with large late-phase and NA stock.

Size
CT.gov Enrollment-Size Gap

Enrollment-size gradients showing how older small trials remain much quieter than larger registered studies.

Geography
CT.gov Geography-Scale Visibility

Site and country footprint analysis showing how larger trial geographies map onto much better public visibility.

Purpose
CT.gov Design-Purpose Hiddenness

Primary-purpose and allocation analysis showing which trial intents remain most obscured on CT.gov.

Delay
CT.gov Completion-Delay Debt

Registration-to-completion delay analysis showing short-cycle studies carry the heaviest reporting debt.

Architecture
CT.gov Trial-Architecture Gap

Arm-count and intervention-count analysis showing simpler trial architectures are often the quietest.

Interventions
CT.gov Intervention-Type Gap

Intervention-family analysis showing which declared treatment modalities remain quietest on older CT.gov records.

Countries
CT.gov Country Reporting Map

Named-country visibility analysis showing large geographic divides in older CT.gov reporting debt.

Stopped
CT.gov Stopped-Trial Disclosure Gap

Final-status analysis showing how withdrawn, suspended, and terminated studies remain structurally quieter than completed trials.

Outcomes
CT.gov Outcome-Density Gap

Outcome-count and outcome-description analysis showing sparse protocols are often the quietest CT.gov segment.

Actual Fields
CT.gov Actual-Field Discipline

Closed-study actual-field analysis showing missing actual dates and counts are a strong warning sign for opacity.

US vs Global
CT.gov U.S. Versus Global Gap

Geography-bucket analysis showing how U.S.-only, mixed, and non-U.S. portfolios diverge sharply on visibility.

Country x Condition
CT.gov Country-Condition Hiddenness

Country-by-condition splits showing how disease-specific visibility changes once specific national footprints are named.

Disease Geography
CT.gov Disease Geography Gap

Disease-family geography buckets showing how oncology, cardiovascular, and metabolic studies diverge by U.S. participation.

Condition Sponsors
CT.gov Condition Sponsor Repeaters

Condition-family sponsor audit showing who carries the biggest hiddenness stock within oncology, cardiovascular, and metabolic studies.