Changes for page User Needs

Last modified by Robert Schaub on 2026/02/08 08:26

From 5.6 to 5.5

From version 5.5

edited by Robert Schaub
on 2026/01/20 20:29

Change comment: Update document after refactoring.

To version 1.1

edited by Robert Schaub
on 2025/12/19 08:55

Change comment: There is no comment for this version

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--Archive.FactHarbor.Specification.Requirements.WebHome
++FactHarbor.Specification.Requirements.WebHome

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@@ -9,169 +9,45 @@
  == 1. Core Reading & Discovery ==
  === UN-1: Trust Assessment at a Glance ===
--
--**As** an article reader (any content type),
--**I want** to see a trust score and overall verdict summary at a glance,
++**As** an article reader (any content type),
++**I want** to see a trust score and overall verdict summary at a glance,
  **so that** I can quickly decide if the content is worth my time to read in detail.
  **Maps to**: FR7 (Automated Verdicts), NFR3 (Transparency)
  === UN-2: Claim Extraction and Verification ===
--
--**As** an article reader,
--**I want** to see the key factual claims extracted from content with verification verdicts (likelihood ranges + uncertainty ratings) for each relevant scenario,
++**As** an article reader,
++**I want** to see the key factual claims extracted from content with verification verdicts (likelihood ranges + uncertainty ratings) for each relevant scenario,
  **so that** I can distinguish proven facts from speculation and understand context-dependent truth.
  **Maps to**: FR1 (Claim Intake), FR4 (Scenario Generation), FR7 (Automated Verdicts)
--=== UN-3: Article Summary with FactHarbor Analysis Summary ===
++=== UN-3: Summary with Verdict Context ===
++**As** an article reader,
++**I want** to see a concise summary of the article's main claims alongside verdict summaries for each scenario,
++**so that** I can quickly understand both what is claimed and how credible those claims are under different interpretations.
--**As** an article reader,
--**I want** to see an article summary (the document's position, key claims, and reasoning) side-by-side with FactHarbor's analysis summary (source credibility assessment, claim-by-claim verdicts, methodology evaluation, and overall quality verdict),
--**so that** I can quickly understand both what the document claims and FactHarbor's complete analysis of its credibility without reading the full detailed report.
++**Maps to**: FR7 (Automated Verdicts), FR6 (Scenario Comparison)
--**Maps to**: FR7 (Automated Verdicts), FR6 (Scenario Comparison), FR12 (Two-Panel Summary View - Article Summary with FactHarbor Analysis Summary)
--
--==== Example: Two-Panel Summary Layout ====
--
--|=**ARTICLE SUMMARY**|=**FACTHARBOR ANALYSIS SUMMARY**
--|(((
--**FactHarbor Summary: AHA Alcohol & Heart Health Statement (2025)**
--
--**Source:** American Heart Association Scientific Statement, //Circulation//, June 2025
--**Credibility:** Very High (peer-reviewed expert consensus)
--
--=== The Big Picture ===
--
--**Old belief:** "A glass of wine is good for your heart"
--**New position:** We're no longer sure that's true
--
--=== Key Findings ===
--
--|=**Drinking Level**|=**Verdict**
--|Heavy (≥3 drinks/day)|(% style="color:red" %)❌ **Harmful** – consistent across ALL studies
--|Moderate (1-2 drinks/day)|(% style="color:orange" %)❓ **Uncertain** – benefits may have been overstated
--|None|(% style="color:green" %)✅ **Don't start drinking for heart health**
--
--=== Why the Shift? ===
--
--Newer genetic studies (Mendelian randomization) found **no evidence** that moderate drinking protects the heart. The apparent benefits in older studies were likely due to lifestyle differences and methodological bias.
--
--=== AHA Bottom Line ===
--
--(% class="box" %)
--(((
--If you don't drink, don't start. If you do drink, keep it to ≤2/day (men) or ≤1/day (women). Focus on proven healthy behaviors instead—exercise, diet, not smoking.
--
--//The "wine for heart health" era appears to be over.//
--)))
--)))|(((
--**FactHarbor Analysis Summary**
--
--**Document:** AHA Scientific Statement on Alcohol and Cardiovascular Disease (2025)
--
--=== Source Assessment ===
--
--**Credibility:** (% style="color:green" %)**VERY HIGH**(%%) – Official AHA statement, peer-reviewed, expert panel, published in top journal (//Circulation//)
--
--=== Analysis Findings ===
--
--|=**Claim in Document**|=**FactHarbor Verdict**|=**Confidence**
--|Heavy drinking harms heart health|(% style="color:green" %)**STRONGLY SUPPORTED**|(% style="color:green" %)**95%**
--|Moderate drinking benefits uncertain|(% style="color:green" %)**WELL SUPPORTED**|(% style="color:green" %)**85%**
--|Prior "cardioprotective" claims overstated|(% style="color:green" %)**SUPPORTED**|(% style="color:green" %)**80%**
--|More research needed|**APPROPRIATE**|N/A
--
--=== Assessment ===
--
--(% style="color:green" %)✅(%%) **Strengths:** Transparent about methodological limitations, incorporates newer Mendelian randomization evidence, appropriately cautious, avoids overstatement
--
--(% style="color:green" %)✅(%%) **Methodology:** Sound synthesis of observational and genetic evidence
--
--(% style="color:orange" %)⚠️(%%) **Limitation:** Still relies heavily on observational data; RCT evidence limited
--
--=== Verdict on the Statement Itself ===
--
--(% class="box successmessage" %)
--(((
--**WELL-SUPPORTED SCIENTIFIC SYNTHESIS** – The AHA statement is credible, balanced, and appropriately reflects the current state of evidence. It correctly signals a shift away from previous assumptions about moderate drinking benefits without overclaiming in either direction.
--)))
--
--**Analysis ID:** FH-AHA-ALCO-2025-12-17
--)))
--
--**Key Elements of Two-Panel Layout**:
--
--**Left Panel (Article Summary)**:
--
--* Document title and source
--* Source credibility (document's own authority)
--* "The Big Picture" - old belief vs. new position
--* "Key Findings" - document's main claims in structured format
--* "Why the Shift?" - document's reasoning
--* "Bottom Line" - document's conclusion
--
--**Right Panel (FactHarbor Analysis Summary)**:
--
--* FactHarbor's source assessment (independent credibility check)
--* Claim-by-claim analysis with verdicts and confidence scores
--* Assessment of methodology (strengths/limitations)
--* Overall verdict on the document itself
--* Analysis ID for reference
--
--**Design Principle**: User sees **what they claim** and **FactHarbor's complete analysis** side-by-side without scrolling.
--
  === UN-4: Social Media Fact-Checking ===
--
--**As** a social media user,
--**I want** to check claims in posts before sharing,
++**As** a social media user,
++**I want** to check claims in posts before sharing,
  **so that** I can avoid spreading misinformation.
  **Maps to**: FR1 (Claim Intake), FR7 (Automated Verdicts), NFR1 (Performance - fast processing)
--=== UN-17: In-Article Claim Highlighting ===
--
--**As** a reader viewing an article,
--**I want** to see factual claims highlighted with color-coded credibility indicators (green for well-supported, yellow for uncertain, red for refuted),
--**so that** I can immediately identify which statements are trustworthy and which require skepticism without interrupting my reading flow.
--
--**Maps to**: FR7 (Automated Verdicts), FR13 (In-Article Claim Highlighting), NFR1 (Performance - real-time highlighting)
--
--==== Visual Concept ====
--
--When reading an article on FactHarbor:
--
--(% style="font-family:monospace; background-color:#f5f5f5; padding:10px; display:block;" %)
--(((
--Regular article text flows normally...
--
--(% style="background-color:#90EE90; padding:2px 5px;" %)This claim is well-supported by evidence(%%) and you can continue reading...
--
--More context and explanation...
--
--(% style="background-color:#FFD700; padding:2px 5px;" %)This claim is uncertain with conflicting evidence(%%) but the article continues...
--
--Additional information...
--
--(% style="background-color:#FFB6C6; padding:2px 5px;" %)This claim has been refuted by research(%%) and understanding that helps readers...
--)))
--
--**Hover/Click on any highlighted claim** → See verdict, confidence score, and evidence summary
--
  == 2. Source Tracing & Credibility ==
  === UN-5: Source Provenance and Track Records ===
--
--**As** an article reader,
--**I want** to trace each piece of evidence back to its original source and see that source's historical track record,
++**As** an article reader,
++**I want** to trace each piece of evidence back to its original source and see that source's historical track record,
  **so that** I can assess the reliability of the information chain and learn which sources are consistently trustworthy.
  **Maps to**: FR5 (Evidence Linking), Section 4.1 (Source Requirements - track record system)
  === UN-6: Publisher Reliability History ===
--
--**As** an article reader,
--**I want** to see historical accuracy track records for sources and publishers,
++**As** an article reader,
++**I want** to see historical accuracy track records for sources and publishers,
  **so that** I can learn which outlets are consistently reliable over time.
  **Maps to**: Section 4.1 (Source Requirements), Data Model (Source entity with track_record_score)
@@ -179,25 +179,22 @@
  == 3. Understanding the Analysis ==
  === UN-7: Evidence Transparency ===
--
--**As** a skeptical reader,
--**I want** to see the evidence and reasoning behind each verdict,
++**As** a skeptical reader,
++**I want** to see the evidence and reasoning behind each verdict,
  **so that** I can judge whether I agree with the assessment and form my own conclusions.
  **Maps to**: FR5 (Evidence Linking), NFR3 (Transparency)
  === UN-8: Understanding Disagreement and Consensus ===
--
--**As** an article reader,
--**I want** to see which scenarios have strong supporting evidence versus which have conflicting evidence or high uncertainty,
++**As** an article reader,
++**I want** to see which scenarios have strong supporting evidence versus which have conflicting evidence or high uncertainty,
  **so that** I can understand where legitimate disagreement exists versus where consensus is clear.
  **Maps to**: FR6 (Scenario Comparison), FR7 (Automated Verdicts - uncertainty factors), AKEL Gate 2 (Contradiction Search)
  === UN-9: Methodology Transparency ===
--
--**As** an article reader,
--**I want** to understand how likelihood ranges and confidence scores are calculated,
++**As** an article reader,
++**I want** to understand how likelihood ranges and confidence scores are calculated,
  **so that** I can trust the verification process itself.
  **Maps to**: NFR3 (Transparency), Architecture (documented algorithms), AKEL (Quality Gates)
@@ -205,17 +205,15 @@
  == 4. Pattern Recognition & Learning ==
  === UN-10: Manipulation Tactics Detection ===
--
--**As** an article reader,
--**I want** to see common manipulation tactics or logical fallacies identified in content,
++**As** an article reader,
++**I want** to see common manipulation tactics or logical fallacies identified in content,
  **so that** I can recognize them elsewhere and become a more critical consumer of information.
  **Maps to**: AKEL (Bubble Detection), Section 5 (Automated Risk Scoring)
  === UN-11: Filtered Research ===
--
--**As** a researcher,
--**I want** to filter content by verification status, confidence levels, and source quality,
++**As** a researcher,
++**I want** to filter content by verification status, confidence levels, and source quality,
  **so that** I can work only with reliable information appropriate for my research needs.
  **Maps to**: FR1 (Claim Classification), Section 4.4 (Confidence Scoring), NFR1 (Performance)
@@ -223,17 +223,15 @@
  == 5. Taking Action ==
  === UN-12: Submit Unchecked Claims ===
--
--**As** a reader who finds unchecked claims,
--**I want** to submit them for verification,
++**As** a reader who finds unchecked claims,
++**I want** to submit them for verification,
  **so that** I can help expand fact-checking coverage and contribute to the knowledge base.
  **Maps to**: FR1 (Claim Intake), Section 1.1 (Reader role)
  === UN-13: Cite FactHarbor Verdicts ===
--
--**As** a content creator,
--**I want** to cite FactHarbor verdicts when sharing content,
++**As** a content creator,
++**I want** to cite FactHarbor verdicts when sharing content,
  **so that** I can add credibility to what I publish and help my audience distinguish fact from speculation.
  **Maps to**: FR7 (Automated Verdicts), NFR3 (Transparency - exportable data)
@@ -241,9 +241,8 @@
  == 6. Professional Use ==
  === UN-14: API Access for Integration ===
--
--**As** a journalist/researcher,
--**I want** API access to verification data and claim histories,
++**As** a journalist/researcher,
++**I want** API access to verification data and claim histories,
  **so that** I can integrate fact-checking into my professional workflow without manual lookups.
  **Maps to**: Architecture (REST API), NFR2 (Scalability), FR11 (Audit Trail)
@@ -251,23 +251,15 @@
  == 7. Understanding Evolution & Trust Labels ==
  === UN-15: Verdict Evolution Timeline ===
--
--{{warning}}
--**Status:** Deferred (Not in V1.0)
--
--Full verdict evolution timeline has been **dropped from V1.0**. The system will track edit history only. Versioned entities and full evolution tracking are deferred to future releases.
--{{/warning}}
--
--**As** an article reader,
--**I want** to see how a claim's verdict has evolved over time with clear timestamps,
++**As** an article reader,
++**I want** to see how a claim's verdict has evolved over time with clear timestamps,
  **so that** I can understand whether the current assessment is stable or recently changed based on new evidence.
--**Maps to**: ~~FR8 (Deferred)~~, Data Model (Versioned entities), NFR3 (Transparency)
++**Maps to**: FR8 (Time Evolution), Data Model (Versioned entities), NFR3 (Transparency)
  === UN-16: AI vs. Human Review Status ===
--
--**As** an article reader,
--**I want** to know if the verdict was AI-generated, human-reviewed, or expert-validated,
++**As** an article reader,
++**I want** to know if the verdict was AI-generated, human-reviewed, or expert-validated,
  **so that** I can gauge the appropriate level of trust and understand the review process used.
  **Maps to**: AKEL (Publication Modes), Section 5 (Risk Tiers), Data Model (AuthorType field)
@@ -278,45 +278,43 @@
  === 8.1 Functional Requirements Coverage ===
--(% style="width:100%" %)
--|=(% style="width:10%" %)FR#|=(% style="width:35%" %)Requirement|=(% style="width:55%" %)Fulfills User Needs
--|(% style="width:10%" %)FR1|(% style="width:35%" %)Claim Intake|(% style="width:55%" %)UN-2, UN-4, UN-12
--|(% style="width:10%" %)FR4|(% style="width:35%" %)Scenario Generation|(% style="width:55%" %)UN-2, UN-3
--|(% style="width:10%" %)FR5|(% style="width:35%" %)Evidence Linking|(% style="width:55%" %)UN-5, UN-7
--|(% style="width:10%" %)FR6|(% style="width:35%" %)Scenario Comparison|(% style="width:55%" %)UN-3, UN-8
--|(% style="width:10%" %)FR7|(% style="width:35%" %)Automated Verdicts|(% style="width:55%" %)UN-1, UN-2, UN-3, UN-4, UN-13, UN-17
--|(% style="width:10%" %)FR8|(% style="width:35%" %)Time Evolution|(% style="width:55%" %)UN-15
--|(% style="width:10%" %)FR11|(% style="width:35%" %)Audit Trail|(% style="width:55%" %)UN-14, UN-16
--|(% style="width:10%" %)FR12|(% style="width:35%" %)Two-Panel Summary View|(% style="width:55%" %)UN-3
--|(% style="width:10%" %)FR13|(% style="width:35%" %)In-Article Claim Highlighting|(% style="width:55%" %)UN-17
++| FR# | Requirement | Fulfills User Needs |
++|-----|-------------|-------------------|
++| FR1 | Claim Intake | UN-2, UN-4, UN-12 |
++| FR4 | Scenario Generation | UN-2, UN-3 |
++| FR5 | Evidence Linking | UN-5, UN-7 |
++| FR6 | Scenario Comparison | UN-3, UN-8 |
++| FR7 | Automated Verdicts | UN-1, UN-2, UN-3, UN-4, UN-13 |
++| FR8 | Time Evolution | UN-15 |
++| FR11 | Audit Trail | UN-14, UN-16 |
  === 8.2 Non-Functional Requirements Coverage ===
--(% style="width:100%" %)
--|=(% style="width:10%" %)NFR#|=(% style="width:35%" %)Requirement|=(% style="width:55%" %)Fulfills User Needs
--|(% style="width:10%" %)NFR1|(% style="width:35%" %)Performance|(% style="width:55%" %)UN-4 (fast fact-checking), UN-11 (responsive filtering), UN-17 (real-time highlighting)
--|(% style="width:10%" %)NFR2|(% style="width:35%" %)Scalability|(% style="width:55%" %)UN-14 (API access at scale)
--|(% style="width:10%" %)NFR3|(% style="width:35%" %)Transparency|(% style="width:55%" %)UN-1, UN-7, UN-9, UN-13, UN-15
++| NFR# | Requirement | Fulfills User Needs |
++|------|-------------|-------------------|
++| NFR1 | Performance | UN-4 (fast fact-checking), UN-11 (responsive filtering) |
++| NFR2 | Scalability | UN-14 (API access at scale) |
++| NFR3 | Transparency | UN-1, UN-7, UN-9, UN-13, UN-15 |
  === 8.3 AKEL System Coverage ===
--(% style="width:100%" %)
--|=(% style="width:45%" %)AKEL Component|=(% style="width:55%" %)Fulfills User Needs
--|(% style="width:45%" %)Quality Gates|(% style="width:55%" %)UN-9 (methodology transparency)
--|(% style="width:45%" %)Contradiction Search (Gate 2)|(% style="width:55%" %)UN-8 (understanding disagreement)
--|(% style="width:45%" %)Bubble Detection|(% style="width:55%" %)UN-10 (manipulation tactics)
--|(% style="width:45%" %)Publication Modes|(% style="width:55%" %)UN-16 (AI vs. human review status)
--|(% style="width:45%" %)Risk Tiers|(% style="width:55%" %)UN-16 (appropriate review level)
++| AKEL Component | Fulfills User Needs |
++|----------------|-------------------|
++| Quality Gates | UN-9 (methodology transparency) |
++| Contradiction Search (Gate 2) | UN-8 (understanding disagreement) |
++| Bubble Detection | UN-10 (manipulation tactics) |
++| Publication Modes | UN-16 (AI vs. human review status) |
++| Risk Tiers | UN-16 (appropriate review level) |
  === 8.4 Data Model Coverage ===
--(% style="width:100%" %)
--|=(% style="width:45%" %)Entity|=(% style="width:55%" %)Fulfills User Needs
--|(% style="width:45%" %)Source (with track_record_score)|(% style="width:55%" %)UN-5, UN-6 (source reliability)
--|(% style="width:45%" %)Scenario|(% style="width:55%" %)UN-2, UN-3, UN-8 (context-dependent truth)
--|(% style="width:45%" %)Verdict (with likelihood_range, uncertainty_factors)|(% style="width:55%" %)UN-1, UN-2, UN-3, UN-8 (detailed assessment)
--|(% style="width:45%" %)Versioned entities|(% style="width:55%" %)UN-15 (evolution timeline)
--|(% style="width:45%" %)AuthorType field|(% style="width:55%" %)UN-16 (AI vs. human status)
++| Entity | Fulfills User Needs |
++|--------|-------------------|
++| Source (with track_record_score) | UN-5, UN-6 (source reliability) |
++| Scenario | UN-2, UN-3, UN-8 (context-dependent truth) |
++| Verdict (with likelihood_range, uncertainty_factors) | UN-1, UN-2, UN-3, UN-8 (detailed assessment) |
++| Versioned entities | UN-15 (evolution timeline) |
++| AuthorType field | UN-16 (AI vs. human status) |
  == 9. User Need Gaps & Future Considerations ==
@@ -323,7 +323,6 @@
  This section identifies user needs that may emerge as the platform matures:
  **Potential Future Needs**:
--
  * **Collaborative annotation**: Users want to discuss verdicts with others
  * **Personal tracking**: Users want to track claims they're following
  * **Custom alerts**: Users want notifications when tracked claims are updated
@@ -331,7 +331,6 @@
  * **Comparative analysis**: Users want to compare how different fact-checkers rate the same claim
  **When to address**: These needs should be considered when:
--
 . User feedback explicitly requests them
 . Usage metrics show users attempting these workflows
 . Competitive analysis shows these as differentiators
@@ -341,33 +341,7 @@
  == 10. Related Pages ==
  * [[Requirements>>FactHarbor.Specification.Requirements.WebHome]] - Parent page with roles, rules, and functional requirements
--* [[Architecture>>Archive.FactHarbor.Specification.Architecture.WebHome]] - How requirements are implemented
--* [[Data Model>>Archive.FactHarbor.Specification.Data Model.WebHome]] - Data structures supporting user needs
--* [[AKEL (AI Knowledge Extraction Layer)>>Archive.FactHarbor.Specification.AI Knowledge Extraction Layer (AKEL).WebHome]] - AI system fulfilling automation needs
++* [[Architecture>>FactHarbor.Specification.Architecture.WebHome]] - How requirements are implemented
++* [[Data Model>>FactHarbor.Specification.Data Model.WebHome]] - Data structures supporting user needs
++* [[AKEL (AI Knowledge Extraction Layer)>>FactHarbor.Specification.AI Knowledge Extraction Layer (AKEL).WebHome]] - AI system fulfilling automation needs
  * [[Workflows>>FactHarbor.Specification.Workflows.WebHome]] - User interaction workflows
--
--== Additional User Needs (V0.9.70) ==
--
--=== UN-26: Search Engine Visibility ===
--
--**As a** content consumer
--**I want** FactHarbor analyses to appear in Google search results
--**So that** I can find fact-checks when searching
--
--**Requirements:** FR44 (ClaimReview schema)
--
--=== UN-27: Visual Claim Verification ===
--
--**As a** social media user
--**I want** to verify images shared with claims
--**So that** I can detect manipulated photos
--
--**Requirements:** FR46 (Image Verification)
--
--=== UN-28: Safe Contribution Environment ===
--
--**As a** fact-checking contributor
--**I want** protection from harassment
--**So that** I can contribute without fear
--
--**Requirements:** FR48 (Safety Framework)

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