PJQ Resonance Assessment Methodology
Transparency and open logic are fundamental to PJQ. Unlike corporate sentiment systems, we publicly document our classification rules as a `rubric.yaml`. The consensus index (Mood-Net) is built only on substantive judgments, denying click-farms and empty likes a way to inflate the numbers.
Mood-Net Mathematical Assessment
The consensus index is computed from the Opinion Pool only (SUP / AGA / NEU). The other groups (THIN, OFF, SUS, AGN) are counted separately and have no weight in the resulting support formula:
Agreement with the author's thesis, scientific or argued defense of the position.
Constructive disagreement, fact-checking, debunking, counter-arguments.
Constructive on-topic questions, cautious balanced takes without strong emotion.
Emotional cliches ('amazing, super'), emoji likes, respect for the blogger without engaging with the substance.
Technical questions about audio, timestamps, clothes or clips, unrelated stories.
Ad spam, recovery scammers, bot farms, click-farming and engagement-bait.
Commenters siphoning traffic to their own product, Telegram channel or crypto platform.
Filtering Manifest: rubric.yaml
This config lives at the root of the PJQ repository. Any independent researcher can validate our open labeling method by exporting the file directly into their Claude/Gemini client.
version: "1.2"
observatory: "PJQ — Public Judgment Quotient"
classification_rubric:
SUP:
name: "Support"
weight_formula: 1.0
indicator_keywords: ["agree", "exactly", "deep analysis", "confirmed", "right"]
AGA:
name: "Against / Critical"
weight_formula: -1.0
indicator_keywords: ["disagree", "mistake", "cliche", "actually not", "debunk"]
NEU:
name: "Neutral"
weight_formula: 0.0
indicator_keywords: ["on-topic question", "why", "on one hand", "source"]
THIN:
name: "Thin Positive"
influence_on_net: false
indicator_keywords: ["like", "love", "top", "great", "fire"]
OFF:
name: "Offtopic"
influence_on_net: false
indicator_keywords: ["audio", "edit", "mic", "music", "jacket"]
SUS:
name: "Inorganic / Bot"
influence_on_net: false
indicator_keywords: ["airdrop", "telegram", "fast money", "free"]
AGN:
name: "Own Agenda"
influence_on_net: false
indicator_keywords: ["subscribe to me", "my channel", "doing reviews"]For Developers: Seismograph API
Run resonance assessment under videos directly from your servers via a simple POST request.
{
"title": "How brain plasticity saves from...",
"source": "Sci-Outreach",
"domain": "EDU",
"sourceTier": "independent",
"rawComments": "Useful breakdown... \n This is clickbait... \n Great!",
"runRealAI": true
}