SAMHM Documentation

Quick guide to using SAMHM’s ethical AI sentiment analysis tools — built for research workflows, dashboards, and explainable outputs.

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Getting Started

SAMHM is a research-focused sentiment analysis platform for mental health monitoring. Analyze text from social media, CSV files, or manual input using advanced AI models. Results are presented as aggregate insights for ethical research.

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Account Setup

Create an account with your institutional email.
Verify email if required by your deployment policy.
Log in to access dashboards and analysis tools.
Choose analysis mode: text, link, or CSV batch.

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Input Methods

Manual Text Input

Paste short text for quick sentiment + explainable highlights.

CSV Upload

Batch analysis for datasets with aggregated dashboards.

Link Analysis

Analyze Reddit/Twitter/YouTube links (with safe extraction rules).

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Dashboard Overview

Dashboards visualize:

Sentiment distribution (positive/neutral/negative)
Time-series trends (weekly / batch)
Keyword & topic signals
Explainable AI outputs (LIME/SHAP token highlights)

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Ethics & Compliance

SAMHM is designed for research-only usage, privacy-first processing, and non-diagnostic outputs. Use public/consented data only and avoid storing identifiable content unless explicitly approved by policy.