EV-checklist

Towards better transparency

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How This Works

Enter a secret code to retrieve an existing checklist, or generate a new code to start a new checklist.

Fill out the checklist and submit your responses.

You can download your report in HTML or PDF format after submission.

AI Assistant - Auto-fill from Manuscript

Paste your Methods section to automatically extract EV methodology data

Data Privacy: AI extraction uses the Google Gemini API (paid tier). Your manuscript data is processed via a secure server-side API call, is not stored beyond the extraction session, and is not used by Google for model training or improvement. See Google API Terms of Service for details.

Have you functionnaly validated the EVs? *

Yes

Provide here any other relevant information to be added in the checklist (optional)

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EV Checklist Database

Browse all published EV research checklists. Use the search box to find specific studies, filter columns, and download reports.

Search & Filter

Global Search:

Column Visibility

Title

EV_source

Nomenclature

PMID

EV_application

Extraction_size

EV_particle_size

EV_marker_methods

Tip: Use column filters below each header to refine results

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Admin Panel

Download Complete CSV

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Filters

Filter by Subject ID

Filter by File ID

Download Complete Excel

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Report Template Preview

This shows how the actual report will look with all questions (including empty ones).

LLM Extraction Configuration

Manage the prompts and settings used by the AI assistant to extract data from manuscripts.

Config file:

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Change Admin Password

Current password:

New password:

Confirm new password:

AI Extraction Configuration

Configure settings for automatic manuscript extraction using Google Gemini AI.

API Configuration

Gemini API Key:

Model Selection

Active Model:

Add New Model

Add new Gemini model IDs as they become available.

Disable thinking/reasoning (reduces token usage for thinking-enabled models like gemini-2.5-flash)

Extraction Parameters

Temperature (Creativity):

Lower = more focused/deterministic, Higher = more creative. Default: 0.05

Confidence Threshold:

Minimum confidence to accept extracted fields. Default: 50%

Enable Implicit Caching (reduces token usage by ~70%)

Caches manuscript in conversation history for subsequent batches. Recommended: ON

Enable Parallel Batch Extraction (faster, uses explicit Context Caching)

Sends batches in parallel using Gemini's Context Caching API (90% cached token discount). Requires manuscript > ~8,000 words. Falls back to sequential if caching fails. Note: disables implicit caching when active.

Max parallel batches:

Number of batches sent simultaneously. Lower if API gets stuck or rate-limited. Default: 3

Auto-apply high confidence extractions (skip review table)

Automatically apply all extracted fields above the confidence threshold without review.

How This Works

AI Assistant - Auto-fill from Manuscript

Option 1: Fetch from PubMed Central (PMC)

Option 2: Paste Manuscript Text

MIBlood EV - Standardized Reporting Tool for Blood EV Research (Human)

Study information

Blood collection and processing

Plasma/Serum quality control

Hemolysis

Platelets

Lipoproteins

MIFlowCyt-EV reporting

EV Checklist Database

Search & Filter

Column Visibility

Admin Login

Admin Panel

Filters

Report Template Preview

LLM Extraction Configuration

Change Admin Password

AI Extraction Configuration

API Configuration

Model Selection

Add New Model

Extraction Parameters

Current Settings