Batch audit

Score a corpus by NAA and open any item’s full report

Score a corpus of text items by NAA. Below is a 42-item sample corpus spanning calm to reactive content; upload your own CSV (columns id, text, category) to audit up to 1,500 items. Each item runs through the same encoder as a single scan.

Sample corpus - 42 items

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Ranked by NAA42 items

#	Item	Category	NAA
1	Engagement bait	fear-activating	4.12
2	Health misinfo	fear-activating	4.00
3	Threat condition	fear-activating	3.90
4	Scary challenge	fear-activating	3.90
5	Reward hook	reward-hook	3.89
6	Rage-bait short	high-outrage	3.80
7	Coordinated outrage	high-outrage	3.80
8	Outrage feed	high-outrage	3.71
9	Outrage thread	high-outrage	3.70
10	Reward scam	reward-hook	3.70
11	High-arousal	high-outrage	3.60
12	Anon-sourced scare	fear-activating	3.60
13	Loot-box hook	reward-hook	3.60
14	Fear headline	fear-activating	3.60
15	Shock PSA	fear-activating	3.50
16	Unboxing hype	reward-hook	3.50
17	Reward cue	reward-hook	3.40
18	Opinion hit-piece	high-outrage	3.40
19	Exam-scare post	fear-activating	3.40
20	Sensational reel	high-outrage	3.30
21	Intimidation tone	high-outrage	3.30
22	Motivational hype	reward-hook	3.10
23	Drama vlog	high-outrage	2.90
24	Viral explainer	high-outrage	2.40
25	Mid-arousal	neutral	1.50
26	Balanced debate	neutral	1.20
27	Reuters wire	neutral	0.84
28	Science doc	neutral	0.70
29	Balanced essay	neutral	0.70
30	Data story	neutral	0.65
31	Trade desk	neutral	0.62
32	Low-affect narration	neutral	0.60
33	Press release	neutral	0.60
34	Policy explainer	neutral	0.60
35	Calm explainer	neutral	0.55
36	Nature doc	neutral	0.55
37	PubMed abstract	neutral	0.51
38	Wire report	neutral	0.50
39	Textbook passage	neutral	0.50
40	Control stimulus	neutral	0.45
41	Educational cartoon	neutral	0.40
42	Benign post	neutral	0.40

Monarch estimates predicted population-level cortical processing balance using TRIBE v2 (Meta FAIR, 2026). The NAA index is a derived proxy observable, not a direct neural measurement of any individual's brain response. The Landau mean-field analysis is a theoretical interpretation of the measured NAA value, not direct evidence of real-world opinion dynamics. Validation is convergent (SemEval-2020 Task 11), not criterion. The coupling constant alpha-hat is a heuristic field-scale estimate calibrated on NELA-GT-2021 source-level credibility scores.