Pmsimstats2025

C+ 71 completed
Other
containerized / r · small
150
Files
46,092
LOC
0
Frameworks
7
Languages

Pipeline State

completed
Run ID
#374326
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
57.47
Framework unique
Isolation
Last stage change
2026-05-10 03:35:34
Deduplication group #49788
Member of a group with 4 similar repo(s) — canonical #105495 view group →
Top concepts (2)
Project DescriptionData/ML
Generated by Repobility's multi-pass static-analysis pipeline (https://repobility.com)

AI Prompt

Create an R package simulation study focused on N-of-1 clinical trials. I need to compare several trial designs, specifically Hybrid, Crossover, Open-Label, and Parallel, while modeling biomarker-treatment interactions and carryover effects. The simulation should support mixed-effects analysis using `lme` models with continuous-time AR(1) correlation. Please include functionality for validating positive definiteness of the sigma matrix and provide scripts to generate power heatmaps for visualization.
r statistics simulation clinical-trials biostatistics mixed-effects-models n-of-1
Generated by gemma4:latest

Catalog Information

pmsimstats2025 is an N-of-1 clinical trial simulation study comparing multiple trial designs (Hybrid, Crossover, Open-Label, Parallel) with a focus on statistical power when biomarker-treatment interactions exist and carryover effects are present.

Description

pmsimstats2025 is an N-of-1 clinical trial simulation study comparing multiple trial designs (Hybrid, Crossover, Open-Label, Parallel) with a focus on statistical power when biomarker-treatment interactions exist and carryover effects are present.

Novelty

3/10

Tags

r statistics simulation clinical-trials biostatistics mixed-effects-models n-of-1

Claude Models

claude-opus-4-6

Quality Score

C+
71.2/100
Structure
66
Code Quality
66
Documentation
68
Testing
65
Practices
78
Security
100
Dependencies
50

Strengths

  • CI/CD pipeline configured (github_actions)
  • Consistent naming conventions (snake_case)
  • Good security practices \u2014 no major issues detected
  • Containerized deployment (Docker)
  • Properly licensed project

Weaknesses

  • 1849 duplicate lines detected \u2014 consider DRY refactoring
  • 15 'god files' with >500 LOC need decomposition

Recommendations

  • Add a linter configuration to enforce code style consistency

Security & Health

9.6h
Tech Debt (A)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (0)
Repobility · open methodology · https://repobility.com/research/
GPL-3.0
License
44.3%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

r
41.4%
markdown
37.2%
text
11.1%
html
7.3%
shell
1.7%
yaml
0.7%
json
0.6%

Frameworks

None detected

Concepts (2)

Repobility · code-quality intelligence · https://repobility.com
CategoryNameDescriptionConfidence
Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot
auto_descriptionProject Description![License: GPL v3](https://www.gnu.org/licenses/gpl-3.0) ![R-CMD-check](https://github.com/rgt47/pmsimstats2025/actions/workflows/r-package.yml)80%
auto_categoryData/MLdata-ml70%

Quality Timeline

1 quality score recorded.

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