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          "slug": "21-before-after",
          "end_page": 10,
          "evidence": "p9 BCG case (>2pp EBITDA, 3x cycle-time) and p10 future-state agent ecosystem",
          "position": 4,
          "objective": "Prove and project Level-3/Level-4 reshape",
          "confidence": 80,
          "start_page": 9
        },
        {
          "id": 35,
          "slug": "35-scenario-fork",
          "end_page": 11,
          "evidence": "Adopt / Adapt / Assemble three-way fork tied to 4 key questions",
          "position": 5,
          "objective": "Recommend make-vs-buy decision logic",
          "confidence": 82,
          "start_page": 11
        },
        {
          "id": 40,
          "slug": "40-mece-breakdown",
          "end_page": 15,
          "evidence": "p12 sets the 3 buckets; p13 process before/after; p14 roles; p15 tech-stack evolution",
          "position": 6,
          "objective": "Detail transformation requirements across Process / People / Tech",
          "confidence": 80,
          "start_page": 12
        },
        {
          "id": 19,
          "slug": "19-pre-mortem",
          "end_page": 16,
          "evidence": "5 risk columns each paired with 'Example mitigating actions'",
          "position": 7,
          "objective": "Surface limitations & mitigations",
          "confidence": 86,
          "start_page": 16
        },
        {
          "id": 41,
          "slug": "41-so-what-cascade",
          "end_page": 18,
          "evidence": "p17 three takeaway pillars (10-20-70 etc.); p18 numbered 5-action plan with closing CTA",
          "position": 8,
          "objective": "Crystallize learnings into prioritized actions",
          "confidence": 78,
          "start_page": 17
        }
      ],
      "slide_tools": [
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Introduction' is generic but callout states the deck thesis",
              "confidence": 70
            },
            {
              "id": 153,
              "slug": "core-message-extraction",
              "layer": "Slide",
              "evidence": "Callout articulates 'vision and value of the future of supply chains with AI and GenAI'",
              "confidence": 75
            },
            {
              "id": 1,
              "slug": "scqa-framework",
              "layer": "Block",
              "evidence": "Opening intro establishes situation that runs through p4",
              "confidence": 65
            }
          ],
          "page_number": 2
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Supercharge your supply chain and your competitive edge with AI'",
              "confidence": 90
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'Supercharge' metaphor frames AI impact",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific ranges +2-5pp revenue, -10-20pp ops cost in callout",
              "confidence": 85
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop 4 anchor — current SC vs AI-enabled SC framing",
              "confidence": 70
            }
          ],
          "page_number": 3
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'AI/GenAI will help unlock massive value creation potential for supply chains'",
              "confidence": 92
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "9 mirrored outcome tiles (Revenue, EBITDA, Working capital, Service, etc.)",
              "confidence": 90
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Each metric tile pairs an icon with the headline number",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Hard ranges: +2-5%, +5-15pp, 15-30%, 'Divide by 10', 'Divide by 5'",
              "confidence": 85
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "Benefits grouped into 4 left-side chunks then 9 outcome chunks",
              "confidence": 78
            }
          ],
          "page_number": 4
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'But many companies have yet to realize the full benefits…'",
              "confidence": 92
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Left panel celebrates capabilities; right panel lists failure causes",
              "confidence": 75
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Iconography for Processes, Tech and data, Change and skills",
              "confidence": 80
            },
            {
              "id": 2,
              "slug": "mece-principle",
              "layer": "Block",
              "evidence": "Three non-overlapping root-cause buckets cover the failure space",
              "confidence": 80
            }
          ],
          "page_number": 5
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        {
          "tools": [
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              "id": 118,
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            {
              "id": 87,
              "slug": "parallel-structure",
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              "evidence": "Numbered list of 4 GenAI impacts mirrored against 4 outcomes",
              "confidence": 82
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Bold green headers stratify benefits and outcomes",
              "confidence": 70
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Quantified outcomes >30%, >60%, >50%",
              "confidence": 80
            }
          ],
          "page_number": 6
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Disruptive potential of process automation is unlocked by GenAI in four levels'",
              "confidence": 92
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Four parallel columns Level 1-4 with identical row structure",
              "confidence": 92
            },
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Deploy/Reshape band + Level icons highlight the L3 sweet spot",
              "confidence": 80
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Level 3 column highlighted with green border + 'Primary source of value' arrow",
              "confidence": 78
            }
          ],
          "page_number": 7
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Current solutions are not yet addressing the disruptive potential…'",
              "confidence": 88
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Vendor logo grids for Level 1 and Level 2 offerings",
              "confidence": 90
            },
            {
              "id": 39,
              "slug": "benchmark-gap",
              "layer": "Loop",
              "evidence": "Mapping market vendors against the 4-level ladder reveals the L3+ gap",
              "confidence": 65
            }
          ],
          "page_number": 8
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Level 3: Recent BCG project reshaped supply chain processes…'",
              "confidence": 92
            },
            {
              "id": 157,
              "slug": "sinatra-test",
              "layer": "Slide",
              "evidence": "Flagship BCG case study used as proof of Level-3 viability",
              "confidence": 82
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specifics: >2pp EBITDA, 25+ planners trained, 3x cycle-time reduction",
              "confidence": 85
            },
            {
              "id": 155,
              "slug": "credibility-transfer",
              "layer": "Slide",
              "evidence": "BCG X / AgentKit / E2E Plan named to borrow internal authority",
              "confidence": 80
            }
          ],
          "page_number": 9
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'What the future may hold | Deep Level 4 process automation…'",
              "confidence": 80
            },
            {
              "id": 121,
              "slug": "metaphor-analogy",
              "layer": "Slide",
              "evidence": "'Team of collaborative agents' frames Level-4 architecture",
              "confidence": 78
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Layered diagram of human actors → agents → meta-agent → data",
              "confidence": 82
            },
            {
              "id": 166,
              "slug": "visual-anchors",
              "layer": "Slide",
              "evidence": "Central black meta-agent node anchors gaze and orchestration story",
              "confidence": 70
            }
          ],
          "page_number": 10
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title names the 'adopt-adapt-assemble framework' explicitly",
              "confidence": 92
            },
            {
              "id": 92,
              "slug": "tricolon",
              "layer": "Loop",
              "evidence": "Three escalating options Adopt → Adapt → Assemble",
              "confidence": 80
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three-option decision frame paired with right-hand questions",
              "confidence": 78
            }
          ],
          "page_number": 11
        },
        {
          "tools": [
            {
              "id": 118,
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              "layer": "Slide",
              "evidence": "'…will require changes in process, people, and tech'",
              "confidence": 90
            },
            {
              "id": 16,
              "slug": "three-pillars",
              "layer": "Block",
              "evidence": "Three pill-headers Processes / People / Tech with parallel bullet lists",
              "confidence": 88
            },
            {
              "id": 2,
              "slug": "mece-principle",
              "layer": "Block",
              "evidence": "Process/People/Tech is a canonical MECE cut of transformation levers",
              "confidence": 78
            },
            {
              "id": 87,
              "slug": "parallel-structure",
              "layer": "Loop",
              "evidence": "Identical bullet pattern under each pillar",
              "confidence": 75
            }
          ],
          "page_number": 12
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Process | AI/GenAI automation will transform how processes are run'",
              "confidence": 90
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Two-row table Current process vs Future process with GenAI",
              "confidence": 88
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Four parallel columns Target setting / Issue resolution / Alternative ID / Decision",
              "confidence": 85
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Right-hand bar chart flips 60/40 administrative split to 30/70",
              "confidence": 75
            }
          ],
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        },
        {
          "tools": [
            {
              "id": 118,
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              "evidence": "'AI/GenAI automation will transform roles across supply chains'",
              "confidence": 88
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Continues current-vs-future role comparison from p13",
              "confidence": 82
            }
          ],
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        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Tech stacks will evolve with transformative impact…'",
              "confidence": 88
            },
            {
              "id": 135,
              "slug": "layering-and-separation",
              "layer": "Slide",
              "evidence": "Slide_type process_diagram with stacked layered tech architecture",
              "confidence": 70
            }
          ],
          "page_number": 15
        },
        {
          "tools": [
            {
              "id": 118,
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              "layer": "Slide",
              "evidence": "'Limitations and risks of AI/GenAI in supply chains should be carefully addressed'",
              "confidence": 90
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Five parallel risk columns each with Limitations + Mitigating actions rows",
              "confidence": 88
            },
            {
              "id": 22,
              "slug": "fishbone-diagram-ishikawa",
              "layer": "Block",
              "evidence": "Categorized risk drivers (privacy, reliability, fragmentation, talent, data)",
              "confidence": 55
            }
          ],
          "page_number": 16
        },
        {
          "tools": [
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              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Key learnings to consider within the AI/GenAI transformation…'",
              "confidence": 88
            },
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three pill-shaped panels: left/right brain · sequenced journey · 10-20-70",
              "confidence": 88
            },
            {
              "id": 165,
              "slug": "picture-superiority-effect",
              "layer": "Slide",
              "evidence": "Brain / staircase / head-with-network icons anchor each pillar",
              "confidence": 78
            },
            {
              "id": 98,
              "slug": "callback",
              "layer": "Loop",
              "evidence": "'adopt-adapt-assemble' bullet calls back to p11 framework",
              "confidence": 70
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
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              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "'Concrete actions | What it takes to be successful…'",
              "confidence": 88
            },
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Final CTA: 'Start by shaping a prioritized SC transformation journey…'",
              "confidence": 85
            },
            {
              "id": 93,
              "slug": "build-up-gradatio",
              "layer": "Loop",
              "evidence": "Five numbered actions escalate from people-first to change management",
              "confidence": 78
            },
            {
              "id": 116,
              "slug": "chunking",
              "layer": "Loop",
              "evidence": "5 distinct numbered chunks for working memory",
              "confidence": 70
            }
          ],
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        }
      ],
      "slides_seen": 20,
      "deck_summary": "Strong Storymakers alignment: action-titled SCQA-style consultant's gambit with clean MECE pillars, named maturity model, decision framework, before-after evidence and a numbered closing CTA — only weak spot is a generic introduction slide that doesn't carry its own insight.",
      "secondary_arcs": [
        {
          "id": 9,
          "slug": "transformation-tale",
          "beats": [
            {
              "name": "Current Reality (Pain)",
              "end_page": 5,
              "evidence": "Companies struggling with processes, tech/data, change & skills",
              "position": 1,
              "start_page": 5
            },
            {
              "name": "Future Vision (Gain)",
              "end_page": 10,
              "evidence": "GenAI 4-level vision and Level-4 collaborative-agent future",
              "position": 2,
              "start_page": 6
            },
            {
              "name": "The Bridge",
              "end_page": 18,
              "evidence": "Adopt-adapt-assemble + P/P/T transformation + 5 concrete actions",
              "position": 3,
              "start_page": 11
            }
          ],
          "evidence": "Underlying current-pain → AI-enabled-future → bridge structure threaded through p5→p6-12→p17-18.",
          "confidence": 60
        }
      ],
      "images_inspected": 10,
      "slide_frameworks": [
        {
          "frameworks": [
            {
              "name": "BCG GenAI Process Automation Maturity Model",
              "slug": "bcg-genai-process-automation-maturity",
              "evidence": "Four named levels with 'Maturity 2024' row labels Out-of-the-box → Visionary",
              "confidence": 85
            },
            {
              "name": "Maturity Model",
              "slug": "maturity-model",
              "evidence": "Explicit 'Maturity 2024' row stages each of the four levels",
              "confidence": 90
            }
          ],
          "page_number": 7
        },
        {
          "frameworks": [
            {
              "name": "Adopt-Adapt-Assemble",
              "slug": "adopt-adapt-assemble",
              "evidence": "Title names the framework and three rows label Adopt / Adapt / Assemble",
              "confidence": 95
            }
          ],
          "page_number": 11
        },
        {
          "frameworks": [
            {
              "name": "Process-People-Technology",
              "slug": "process-people-technology",
              "evidence": "Three pill-headers Processes · People · Tech structure the slide",
              "confidence": 80
            }
          ],
          "page_number": 12
        },
        {
          "frameworks": [
            {
              "name": "10-20-70 Paradigm",
              "slug": "10-20-70-paradigm",
              "evidence": "Right pillar named '10-20-70 paradigm' with 10% algorithms / 20% tech-data / 70% people",
              "confidence": 92
            }
          ],
          "page_number": 17
        }
      ]
    },
    "matchedAt": "2026-04-26 09:19:05+00",
    "slidesSeen": 20,
    "deckSummary": "Strong Storymakers alignment: action-titled SCQA-style consultant's gambit with clean MECE pillars, named maturity model, decision framework, before-after evidence and a numbered closing CTA — only weak spot is a generic introduction slide that doesn't carry its own insight.",
    "imagesInspected": 10,
    "extractionSeconds": 365.62415
  },
  "score": {
    "backend": "codex",
    "scoredAt": "2026-05-02 20:35:41.656+00",
    "subScores": {
      "scqa_arc": 70,
      "action_titles": 84,
      "mece_structure": 72,
      "closing_strength": 72,
      "evidence_quality": 74,
      "clarity_of_thesis": 78,
      "production_quality": 79,
      "visual_storytelling": 82
    },
    "totalScore": 76,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "The flow approximates Situation on slides 3-4, Complication on slide 5, and Answer across slides 6-18, but the central Question is implied rather than explicitly framed.",
      "action_titles": "Most core slides use insight-bearing titles, for example slide 6: \"GenAI directly accelerates supply chain transformations by making them more agile, increasing adoption rates, and improving value capture.\"",
      "mece_structure": "The deck has a mostly logical progression from value to barriers to solutions to enablers, but slides 6, 17, and 18 overlap on transformation requirements and success factors.",
      "closing_strength": "Slide 18 provides concrete actions, but the deck then moves to contacts and branding without a sharper executive recommendation, ownership model, or dated next steps.",
      "evidence_quality": "Claims are supported by quantified impact ranges on slide 4, transformation metrics on slide 6, and a case study on slide 9, though several future-state claims on slides 10 and 13-15 remain assertion-heavy.",
      "clarity_of_thesis": "The thesis is identifiable by slide 3 and reinforced by slides 4-5, but slide 2 is a generic introduction rather than a declarative opening argument.",
      "production_quality": "The deck shows strong consulting production discipline with dense action titles and recurring frameworks, but slide 2 is label-like and several dense slides rely on heavy lists and repeated callouts.",
      "visual_storytelling": "The deck generally matches message to medium with impact sizing on slide 4, a maturity model on slide 7, a market landscape on slide 8, and comparison/framework visuals on slides 11-16."
    },
    "slidesAnalyzed": 20
  },
  "review": {
    "backend": null,
    "verdict": "A well-constructed BCG executive perspective with strong action titles and a clear roadmap close — a solid Storymakers exemplar that falls short of exceptional because its Complication act is underweight and a single case study carries too much evidentiary load.",
    "reviewedAt": "2026-05-01 21:59:47.342+00",
    "slidesSeen": 20,
    "suggestions": [
      "Rewrite slide 2's title from 'Introduction' to a thesis-bearing action title (e.g., 'Why supply chain leaders must act on GenAI now')",
      "Add a 'cost of inaction' slide between s5 and s6 — quantify the gap between leaders and laggards to deepen the Complication act",
      "Move the risks slide (s16) to immediately follow the case study (s9) or the future-state vision (s10), so risks frame the recommendations rather than interrupt them",
      "Replace the topic-labeled s19 with an insight close like 'Three commitments to make this quarter' before the contact directory",
      "Add at least one more case study or benchmark slide alongside s9 to substantiate the value claims with a second proof point"
    ],
    "closingScore": 78,
    "openingScore": 70,
    "topStrengths": [
      "Strong action titles throughout the analytical core (s4-s18) that each carry a verb and an insight, not just a topic",
      "The 10-20-70 callout on s17 is a sticky, memorable pedagogical device that crystallizes the deck's central argument",
      "Clean MECE structure on s12-15 using the People/Process/Tech triad with consistent treatment per pillar",
      "Slide 5's 'But...' pivot signals genuine SCQA tension and bridges the value pitch to the barriers analysis"
    ],
    "topWeaknesses": [
      "Slide 2 titled 'Introduction' is a topic label — a missed opportunity to lead with the answer in the first 2 slides",
      "The 'Complication' act is compressed into a single slide (s5); barriers are named but their stakes/cost are never dramatized",
      "Slide 9 is the only case study — a single anecdote is thin evidence for a deck arguing massive value potential across industries",
      "Risks slide (s16) sits between recommendations (s17-18) without a clear narrative role — feels like a defensive insertion rather than a deliberate beat"
    ],
    "narrativeScore": 74,
    "pillarCritique": "Only one true divider exists (s1); the deck instead uses the People/Process/Tech triad (s12-15) as an internal MECE pillar, which is clean and non-overlapping. However, the early section (s3-10) lacks dividers, blurring where 'value framing' ends and 'analysis' begins.",
    "closingCritique": "Slide 17 delivers a memorable mnemonic (10-20-70 rule) and slide 18 'Concrete actions' provides an explicit numbered roadmap with a CTA — a strong close. It's slightly diluted by the team-bio (s19) and logo (s20) tail, but the substantive close at s17-18 is clear.",
    "openingCritique": "Slide 3's action title 'Supercharge your supply chain and your competitive edge with AI' lands the thesis in the third slide, and slide 4 quantifies it — solid. But slide 1 is a section divider and slide 2 is labeled 'Introduction' (a topic, not an answer), softening the opening hook.",
    "extractionSeconds": 61.56,
    "narrativeCritique": "The deck follows a recognizable S->C->A->R arc — value framing (s3-4), problem (s5-6), analysis via maturity/landscape/case (s7-10), and resolution via framework + people/process/tech + risks + actions (s11-18). The 'tension' act is thin: slide 5 names barriers but the deck never dwells on the cost of inaction before pivoting to solutions.",
    "titleQualityScore": 82,
    "titleQualityCritique": "Most titles are declarative insight statements — e.g., s4 'AI/GenAI will help unlock massive value creation potential', s5 'But many companies have yet to realize the full benefits', s13 'AI/GenAI automation will transform how processes are run'. Weak spots: s2 'Introduction' and s19 'BCG experts | Key contacts' are pure topic labels."
  },
  "activistThesis": null,
  "pitchdeck": {
    "metadata": null,
    "profile": null
  },
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    {
      "page": 1,
      "type": "setup",
      "title": "Slide number 04, dated October 2024.",
      "function": "front_matter",
      "imagePath": "https://imgproxy.kitesheet.com/H2_xzC7p_DSpsbE-HFgh0Oj7axi6PAZdff8lElTBIMg/rs:fit:1200:1200:0/q:82/f:webp/czM6Ly9raXRlc2hlZXQvY29ycHVzL3NsaWRlcy83NzcyOGNmYTZjZDBmMWIxL3AwMDEuanBn",
      "rawType": "cover",
      "block": null,
      "metadata": {
        "slideType": "cover",
        "slideTypeCanon": {
          "name": "Cover",
          "slug": "cover",
          "status": "active",
          "canonId": "019de52d-05f2-729d-9f93-e0504f0a2410",
          "version": 1,
          "description": null
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