home / www.newscientist.com / item 47332578
Model Comparison
Model Editorial Structural Class Conf SETL Theme @cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.80 — — @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.25 Neutral 1.00 0.25 Science Technology claude-haiku-4-5-20251001 +0.25 -0.10 Neutral 0.12 0.29 Free Expression & Digital Privacy
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite claude-haiku-4-5-20251001 Preamble ND ND ND Article 1 ND ND ND Article 2 ND ND ND Article 3 ND ND ND Article 4 ND ND ND Article 5 ND ND ND Article 6 ND ND ND Article 7 ND ND ND Article 8 ND ND ND Article 9 ND ND ND Article 10 ND ND ND Article 11 ND ND ND Article 12 ND ND ND Article 13 ND ND ND Article 14 ND ND ND Article 15 ND ND ND Article 16 ND ND ND Article 17 ND ND ND Article 18 ND ND ND Article 19 ND ND -0.10 Article 20 ND ND ND Article 21 ND ND ND Article 22 ND ND ND Article 23 ND ND ND Article 24 ND ND ND Article 25 ND ND ND Article 26 ND ND ND Article 27 ND ND 0.12 Article 28 ND ND ND Article 29 ND ND ND Article 30 ND ND ND
Summary Free Expression & Digital Privacy Acknowledges
This mathematics science journalism article demonstrates strong editorial alignment with free expression and knowledge dissemination through clear authorship, research coverage, and accessible explanation of complex ideas. However, the structural architecture undermines privacy protections via extensive behavioral tracking (15 tracker domains) without explicit user consent, creating tension between editorial openness and data collection practices. The content acknowledges scientific culture and intellectual freedom while the site's architecture constrains informational autonomy.
Rights Tensions 1 pair
Art 19 ↔ Art 12 — Free expression of information (Article 19) is enabled through journalism, but protected by behavioral tracking infrastructure that monitors reading patterns and personal interests without explicit consent (Article 12), subordinating privacy to engagement optimization.
Article Heatmap
Preamble: ND — Preamble Preamble: No Data — Preamble P Article 1: ND — Freedom, Equality, Brotherhood Article 1: No Data — Freedom, Equality, Brotherhood 1 Article 2: ND — Non-Discrimination Article 2: No Data — Non-Discrimination 2 Article 3: ND — Life, Liberty, Security Article 3: No Data — Life, Liberty, Security 3 Article 4: ND — No Slavery Article 4: No Data — No Slavery 4 Article 5: ND — No Torture Article 5: No Data — No Torture 5 Article 6: ND — Legal Personhood Article 6: No Data — Legal Personhood 6 Article 7: ND — Equality Before Law Article 7: No Data — Equality Before Law 7 Article 8: ND — Right to Remedy Article 8: No Data — Right to Remedy 8 Article 9: ND — No Arbitrary Detention Article 9: No Data — No Arbitrary Detention 9 Article 10: ND — Fair Hearing Article 10: No Data — Fair Hearing 10 Article 11: ND — Presumption of Innocence Article 11: No Data — Presumption of Innocence 11 Article 12: ND — Privacy Article 12: No Data — Privacy 12 Article 13: ND — Freedom of Movement Article 13: No Data — Freedom of Movement 13 Article 14: ND — Asylum Article 14: No Data — Asylum 14 Article 15: ND — Nationality Article 15: No Data — Nationality 15 Article 16: ND — Marriage & Family Article 16: No Data — Marriage & Family 16 Article 17: ND — Property Article 17: No Data — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: -0.10 — Freedom of Expression 19 Article 20: ND — Assembly & Association Article 20: No Data — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — Social Security 22 Article 23: ND — Work & Equal Pay Article 23: No Data — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: ND — Standard of Living Article 25: No Data — Standard of Living 25 Article 26: ND — Education Article 26: No Data — Education 26 Article 27: +0.12 — Cultural Participation 27 Article 28: ND — Social & International Order Article 28: No Data — Social & International Order 28 Article 29: ND — Duties to Community Article 29: No Data — Duties to Community 29 Article 30: ND — No Destruction of Rights Article 30: No Data — No Destruction of Rights 30
Aggregates
Weighted Mean +0.01 Unweighted Mean +0.01 Max +0.12 Article 27 Min -0.10 Article 19 Signal 2 No Data 29 Volatility 0.11 (Medium) Negative 1 Channels E: 0.6 S: 0.4 SETL ℹ +0.29
Editorial-dominant FW Ratio ℹ 57% 16 facts · 12 inferences Agreement Moderate 2 models · spread ±0.055
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.00 (0 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.00 (0 articles) Personal: 0.00 (0 articles) Expression: -0.10 (1 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.12 (1 articles) Order & Duties: 0.00 (0 articles) Editorial Channel
What the content says
+0.30
Medium Advocacy Practice
Article presents mathematics research and technical discussion, consistent with free expression of ideas and information sharing. Headlines tag articles with subject classifications and distributes content through editorial channels.
FW Ratio: 57%
Observable Facts
Page content tagged with article section ('News'), subject ('Mathematics'), and nested subject ('Proofs'). Author attribution ('Alex Wilkins') clearly displayed. Tracking code collects setContentCreated, setContentAuthor, setTags, setContentSection metadata. Multiple tracker domains monitor page view and user interaction without observable opt-in mechanism. Inferences
Clear authorship and editorial classification support attribution and verifiable information dissemination. Tracking of reading behavior and content metadata enables profiling of information preferences without explicit consent. The combination of content transparency and behavioral monitoring creates asymmetry: reader identity and choices are captured while contribution to editorial decisions remains opaque. +0.20
Medium Advocacy
Article engages with intellectual and scientific culture by reporting on mathematical research developments and breakthroughs, supporting participation in cultural/scientific life.
FW Ratio: 60%
Observable Facts
Article content addresses mathematical proofs and advances, situating readers within scientific knowledge community. Tagging structure ('artificial intelligence', 'mathematics') enables content discovery and thematic exploration. 96% alt text coverage (per DCP) and language metadata support inclusive access to cultural-scientific content. Inferences
Science journalism practices enable non-specialists to participate in and understand scientific culture and progress. Tagging and metadata structure support reader engagement with intellectual traditions and discoveries. ND
Medium
No editorial content engaging with UDHR preamble principles in the provided excerpt.
FW Ratio: 60%
Observable Facts
Page code loads Google Tag Manager, DoubleClick, Facebook Connect, and Clarity tracking scripts. OneSignal push notification system configured with auto-registration enabled. No cookie consent banner detected on page load. Inferences
The presence of multiple tracking domains without a visible consent mechanism suggests user behavior is monitored and reported without explicit informed agreement. Auto-registering push notifications may constrain user autonomy over communications preferences. ND
No observable editorial content addressing equality or freedom principles.
ND
No observable content addressing discrimination or protection from distinctions.
ND
Medium
No editorial content on right to life, liberty, or security of person.
FW Ratio: 50%
Observable Facts
Page served over HTTPS with HSTS security header active. Inferences
Security infrastructure supports reader safety and data integrity during transmission. ND
No observable content addressing slavery or servitude.
ND
No observable content addressing torture or cruel treatment.
ND
No observable content addressing right to legal personhood.
ND
No observable content addressing equality before law.
ND
No observable content addressing access to legal remedy.
ND
No observable content addressing arbitrary arrest or detention.
ND
No observable content addressing fair trial or due process.
ND
No observable content addressing presumption of innocence or retroactive criminalization.
ND
Medium Practice
No editorial content addressing privacy or family protections.
FW Ratio: 60%
Observable Facts
Page instantiates tracking via Google Tag Manager with custom variables including userState, contentCreated, contentAuthor, and tags. OneSignal service worker configured to persist notifications and auto-register users for push messaging. DCP identifies 15 tracker domains capturing behavioral signals; no cookie consent banner observed. Inferences
The tracking infrastructure captures personal behavior patterns and device identifiers, reducing privacy protections. Auto-enrollment into push notifications and service worker registration limit user control over personal data and communications. ND
No observable content addressing freedom of movement.
ND
No observable content addressing asylum or refuge.
ND
No observable content addressing nationality or statelessness.
ND
No observable content addressing marriage or family formation.
ND
No observable content addressing property rights.
ND
No observable content addressing freedom of thought, conscience, or religion.
ND
No observable content addressing freedom of assembly or association.
ND
No observable content addressing participation in governance or democratic processes.
ND
No observable content addressing social security or economic rights.
ND
No observable content addressing work, employment, or labor rights.
ND
No observable content addressing rest, leisure, or reasonable working hours.
ND
No observable content addressing health, medical care, or adequate standard of living.
ND
Medium
No explicit editorial content addressing education rights or access.
FW Ratio: 50%
Observable Facts
DCP indicates lang attribute applied and 96% alt text coverage achieved. Science journalism content educational in character, enabling reader learning about mathematics advances. Inferences
Accessibility infrastructure removes barriers for readers with visual impairments or language differences. Editorial choice to explain complex mathematics in accessible prose supports inclusive knowledge access. ND
No observable content addressing social and international order or rights realization.
ND
No observable content addressing duties to community or limits on rights exercise.
ND
No observable content addressing prevention of rights destruction.
Structural Channel
What the site does
Element Modifier Affects Note br_tracking -0.20 Preamble ¶5 Article 12 Article 19
15 tracker domain(s): www.googletagmanager.com, securepubads.g.doubleclick.net, connect.facebook.net, www.clarity.ms, static.chartbeat.com... br_security 0.00 Article 3 Article 12
Security headers: HTTPS, HSTS br_accessibility 0.00 Article 26 Article 27 ¶1
Accessibility: lang attr, 96% alt text br_consent 0.00 Article 12 Article 19 Article 20 ¶2
No cookie consent banner detected
0.00
Medium Advocacy
No observable structural barriers to access or participation in cultural content. Accessibility standards support inclusive engagement.
-0.20
Medium Advocacy Practice
Tracking infrastructure monitors user reading patterns, searches, and content consumption; no consent mechanism limits data collection. OneSignal auto-registration captures user communications preferences.
ND
Medium
Tracking infrastructure (15 tracker domains) collects user data without explicit consent mechanism, undermining the preamble's commitment to dignity and freedom.
ND
No observable structural signals regarding equal dignity or inherent rights.
ND
No observable barriers to access by protected characteristic category.
ND
Medium
HTTPS and HSTS headers present, indicating encrypted connection and protection against man-in-the-middle attacks.
ND
No observable structural signals regarding forced labor.
ND
No observable structural signals regarding abuse or harm.
ND
No observable structural signals affecting legal recognition.
ND
No observable structural barriers or protections related to legal equality.
ND
No observable structural mechanisms enabling reader redress.
ND
No observable structural signals regarding liberty protections.
ND
No observable structural signals regarding procedural fairness.
ND
No observable structural signals regarding criminal protections.
ND
Medium Practice
Multiple tracking domains collect behavioral and device data without explicit consent mechanism.
ND
No observable structural barriers or enablers regarding physical movement.
ND
No observable structural signals regarding protection of displaced persons.
ND
No observable structural signals affecting citizenship status.
ND
No observable structural signals regarding family rights.
ND
No observable structural signals regarding property ownership or protection.
ND
No observable structural barriers or enablers regarding religious or conscientious freedom.
ND
No observable structural signals enabling or restricting assembly or association.
ND
No observable structural mechanisms enabling reader participation in editorial or institutional governance.
ND
No observable structural signals regarding social welfare or economic support.
ND
No observable structural information regarding working conditions or employment practices.
ND
No observable structural signals regarding work-life balance or rest protections.
ND
No observable structural signals regarding health or welfare support.
ND
Medium
Page implements accessibility practices: lang attribute present, 96% alt text coverage for images (per DCP), supporting access for readers with varying abilities.
ND
No observable structural signals regarding systemic rights protection or enforcement.
ND
No observable structural mechanisms enforcing community responsibilities.
ND
No observable structural signals regarding protection against rights violation.
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.62 medium claims
Sources 0.7 Evidence 0.6 Uncertainty 0.5 Purpose 0.8
No manipulative rhetoric detected
0 techniques detected
Emotional character: positive/negative, intensity, authority
measured
Valence +0.3 Arousal 0.3 Dominance 0.4
Does the content identify its author and disclose interests?
0.50
✓ Author
More signals: context, framing & audience Does this content offer solutions or only describe problems?
0.58 solution oriented
Whose perspectives are represented in this content?
0.45 2 perspectives
Speaks: individuals institution
About: institution corporation
Is this content looking backward, at the present, or forward?
present short term
What geographic area does this content cover?
global How accessible is this content to a general audience?
moderate medium jargon general
Longitudinal
42 HN snapshots · 26 evals
Audit Trail
46 entries all eval pipeline all models llama-4-scout-wai-psq llama-4-scout-wai claude-haiku-4-5-20251001
newest first
2026-03-16 02:50 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - - 2026-03-16 02:50
eval
Evaluated by llama-4-scout-wai-psq : +0.28 (Mild positive) 0.00 2026-03-16 02:50 eval_success Lite evaluated: Neutral (-0.10) - - 2026-03-16 02:50
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) 0.00 reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human
2026-03-16 02:50 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - - 2026-03-16 00:27 eval_success Evaluated: Neutral (0.01) - - 2026-03-16 00:27
eval
Evaluated by claude-haiku-4-5-20251001 : +0.01 (Neutral) 17,969 tokens 2026-03-16 00:27 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 25W 29R - - 2026-03-11 17:25 eval_success Lite evaluated: Neutral (-0.10) - - 2026-03-11 17:25
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) 0.00 reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human
2026-03-11 17:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - - 2026-03-11 16:23 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - - 2026-03-11 16:23
eval
Evaluated by llama-4-scout-wai-psq : +0.28 (Mild positive) 0.00 2026-03-11 16:05 eval_success Lite evaluated: Neutral (-0.10) - - 2026-03-11 16:05
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) 0.00 reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human
2026-03-11 16:05 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - - 2026-03-11 14:55 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - - 2026-03-11 14:55
eval
Evaluated by llama-4-scout-wai-psq : +0.28 (Mild positive) 0.00 2026-03-11 14:34 eval_success Lite evaluated: Neutral (-0.10) - - 2026-03-11 14:34
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) 0.00 reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human
2026-03-11 14:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - - 2026-03-11 13:38 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - - 2026-03-11 13:38
eval
Evaluated by llama-4-scout-wai-psq : +0.28 (Mild positive) 0.00 2026-03-11 13:21 eval_success Lite evaluated: Neutral (-0.10) - - 2026-03-11 13:21
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) 0.00 reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human
2026-03-11 13:21 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - - 2026-03-11 12:46 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - - 2026-03-11 12:46
eval
Evaluated by llama-4-scout-wai-psq : +0.28 (Mild positive) 0.00 2026-03-11 12:37 eval_success Lite evaluated: Neutral (-0.10) - - 2026-03-11 12:37
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) 0.00 reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human
2026-03-11 12:37 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - - 2026-03-11 12:06 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - - 2026-03-11 12:06
eval
Evaluated by llama-4-scout-wai-psq : +0.28 (Mild positive) 0.00 2026-03-11 11:57
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) 0.00 reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human
2026-03-11 11:30
eval
Evaluated by llama-4-scout-wai-psq : +0.28 (Mild positive) 0.00 2026-03-11 11:23
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) 0.00 reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human
2026-03-11 10:54
eval
Evaluated by llama-4-scout-wai-psq : +0.28 (Mild positive) 0.00 2026-03-11 10:49
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) 0.00 reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human
2026-03-11 10:16
eval
Evaluated by llama-4-scout-wai-psq : +0.28 (Mild positive) 0.00 2026-03-11 10:12
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) 0.00 reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human
2026-03-11 09:37
eval
Evaluated by llama-4-scout-wai-psq : +0.28 (Mild positive) 0.00 2026-03-11 09:34
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) 0.00 reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human
2026-03-11 08:59
eval
Evaluated by llama-4-scout-wai-psq : +0.28 (Mild positive) 0.00 2026-03-11 08:57
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) 0.00 reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human
2026-03-11 08:22
eval
Evaluated by llama-4-scout-wai-psq : +0.28 (Mild positive) 2026-03-11 08:21
eval
Evaluated by llama-4-scout-wai : -0.10 (Neutral) reasoning The article discusses changes in mathematics, specifically the impact of artificial intelligence, with no explicit human