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              "evidence": "Callout segments who self-isolated by demographic",
              "confidence": 70
            }
          ],
          "page_number": 9
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states 30% experienced loneliness during isolation",
              "confidence": 85
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout adds 16% food/medicine, 15% income loss",
              "confidence": 70
            }
          ],
          "page_number": 10
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Large '2' numeral and section title dominate",
              "confidence": 80
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop 2 compares income segments' work changes",
              "confidence": 65
            }
          ],
          "page_number": 11
        },
        {
          "tools": [
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three colour-coded callout boxes",
              "confidence": 90
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Coloured boxes stand out",
              "confidence": 70
            }
          ],
          "page_number": 12
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quotes 43% reported changes in work since pandemic",
              "confidence": 90
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout box contrasts 48% vs 5% WFH by income band",
              "confidence": 80
            }
          ],
          "page_number": 13
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states '1 in 5 made changes for caring'",
              "confidence": 80
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars compare two waves across categories",
              "confidence": 60
            }
          ],
          "page_number": 14
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Large '3' + section title",
              "confidence": 80
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop 3 contrasts W1 (May) and W2 (Dec) sentiment",
              "confidence": 70
            }
          ],
          "page_number": 15
        },
        {
          "tools": [
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three coloured callout boxes",
              "confidence": 90
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Coloured panels",
              "confidence": 70
            }
          ],
          "page_number": 16
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Most trust the people in their neighbourhood (identical to May)'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bar compares W1 vs W2 across three sentiments",
              "confidence": 80
            }
          ],
          "page_number": 17
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quotes 83% rely on someone in neighbourhood",
              "confidence": 90
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars W1 vs W2",
              "confidence": 75
            }
          ],
          "page_number": 18
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title states three quarters feel strong belonging",
              "confidence": 85
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Big 77% Net Strongly callout in green pops",
              "confidence": 80
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Side callout cites 78% 2019 SHS benchmark",
              "confidence": 70
            }
          ],
          "page_number": 19
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'public are split on perceptions of influence'",
              "confidence": 80
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout cites 18% 2019 SHS comparator",
              "confidence": 70
            }
          ],
          "page_number": 20
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Bulleted demographic specifics (age, SIMD, health)",
              "confidence": 70
            },
            {
              "id": 224,
              "slug": "singularity-effect",
              "layer": "Slide",
              "evidence": "Names specific subgroups (younger, deprived, health-limited)",
              "confidence": 55
            }
          ],
          "page_number": 21
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Large numeral + section title",
              "confidence": 80
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop 4 contrasts W1 vs W2 social contact",
              "confidence": 70
            }
          ],
          "page_number": 22
        },
        {
          "tools": [
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three coloured callout boxes",
              "confidence": 90
            }
          ],
          "page_number": 23
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title quotes '1 in 5 socialising less than once a week'",
              "confidence": 85
            },
            {
              "id": 158,
              "slug": "von-restorff-effect",
              "layer": "Slide",
              "evidence": "Big-number callouts beside donut",
              "confidence": 70
            }
          ],
          "page_number": 24
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'felt less cut off ... in December compared with May'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars W1 vs W2",
              "confidence": 75
            }
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          "page_number": 25
        },
        {
          "tools": [
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific subgroup percentages by age, gender, health",
              "confidence": 65
            }
          ],
          "page_number": 26
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Large '5' numeral + section title",
              "confidence": 80
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            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop 5 contrasts W1 vs W2 help received",
              "confidence": 70
            }
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          "page_number": 27
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        {
          "tools": [
            {
              "id": 34,
              "slug": "the-rule-of-three",
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              "evidence": "Three coloured callout boxes",
              "confidence": 90
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        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title '6 in 10 received help — lower vs May'",
              "confidence": 90
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars W1 vs W2 across help categories",
              "confidence": 80
            },
            {
              "id": 138,
              "slug": "annotation",
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              "evidence": "Subtitle highlights 42% none vs 27% in May",
              "confidence": 70
            }
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        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
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              "evidence": "Title states family/friends most common help source",
              "confidence": 85
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            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars W1 vs W2",
              "confidence": 75
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          ],
          "page_number": 30
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title '85% not in need of additional help (identical to May)'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars across 12 categories two waves",
              "confidence": 70
            }
          ],
          "page_number": 31
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'significant differences in unmet need between groups'",
              "confidence": 80
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Demographic bullets with specifics",
              "confidence": 65
            }
          ],
          "page_number": 32
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title '77% checking in, half food shopping (54%), donating (50%)'",
              "confidence": 90
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout adds 'practical support' examples",
              "confidence": 65
            }
          ],
          "page_number": 33
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Large '6' + section title",
              "confidence": 80
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop 6 contrasts W1 vs W2 wellbeing",
              "confidence": 70
            }
          ],
          "page_number": 34
        },
        {
          "tools": [
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three coloured callout boxes",
              "confidence": 90
            }
          ],
          "page_number": 35
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'mean happiness score on 0-10 was 6.7'",
              "confidence": 80
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout compares to ONS 7.6 baseline",
              "confidence": 70
            }
          ],
          "page_number": 36
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'anxiety lower in December compared with May'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Stacked bars compare W1 mean 3.6 vs W2 3.0",
              "confidence": 70
            }
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          "page_number": 37
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'felt lonely some/most/all of the time was lower in December'",
              "confidence": 85
            },
            {
              "id": 138,
              "slug": "annotation",
              "layer": "Slide",
              "evidence": "Callout net most/all 13% W1 to 9% W2",
              "confidence": 70
            }
          ],
          "page_number": 38
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Anxiety and loneliness are not evenly distributed'",
              "confidence": 90
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific scores by gender/age/income/SIMD/health",
              "confidence": 75
            },
            {
              "id": 224,
              "slug": "singularity-effect",
              "layer": "Slide",
              "evidence": "Calls out specific vulnerable subgroups",
              "confidence": 55
            }
          ],
          "page_number": 39
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'major worries continue to be physical/mental health of family'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars W1 vs W2",
              "confidence": 75
            }
          ],
          "page_number": 40
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title lists worries: economic, family, vulnerable",
              "confidence": 80
            }
          ],
          "page_number": 41
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'more connected to nature, but more sleeping badly and inadequate space'",
              "confidence": 85
            },
            {
              "id": 159,
              "slug": "contrast-principle",
              "layer": "Slide",
              "evidence": "Title pairs positive vs negative finding",
              "confidence": 65
            }
          ],
          "page_number": 42
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Large '7' + section title",
              "confidence": 80
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop 7 contrasts W1 vs W2 financial impact",
              "confidence": 70
            }
          ],
          "page_number": 43
        },
        {
          "tools": [
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three coloured callout boxes",
              "confidence": 90
            }
          ],
          "page_number": 44
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title '25% income lower in December vs 33% in May'",
              "confidence": 90
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars W1 vs W2",
              "confidence": 75
            }
          ],
          "page_number": 45
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title '1 in 10 not managing well, 34% getting by alright'",
              "confidence": 80
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars W1 vs W2",
              "confidence": 70
            }
          ],
          "page_number": 46
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'most common action: spend less on non-essentials'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars W1 vs W2",
              "confidence": 70
            }
          ],
          "page_number": 47
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Other actions taken to manage with lower income'",
              "confidence": 75
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars W1 vs W2",
              "confidence": 70
            }
          ],
          "page_number": 48
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title '18% reported difficulties paying bills (similar to May)'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars W1 vs W2",
              "confidence": 70
            }
          ],
          "page_number": 49
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Key subgroup differences'",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Specific income/deprivation/self-employed stats",
              "confidence": 70
            }
          ],
          "page_number": 50
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'Key subgroup differences'",
              "confidence": 75
            },
            {
              "id": 154,
              "slug": "concrete-language",
              "layer": "Slide",
              "evidence": "Demographic disparities by age, SIMD, tenure, health",
              "confidence": 70
            },
            {
              "id": 224,
              "slug": "singularity-effect",
              "layer": "Slide",
              "evidence": "Names which groups disproportionately struggle",
              "confidence": 55
            }
          ],
          "page_number": 51
        },
        {
          "tools": [
            {
              "id": 132,
              "slug": "visual-hierarchy",
              "layer": "Slide",
              "evidence": "Large '8' + section title",
              "confidence": 80
            },
            {
              "id": 78,
              "slug": "contrast-pairs",
              "layer": "Loop",
              "evidence": "Loop 8 contrasts W1 vs W2 behaviours",
              "confidence": 70
            }
          ],
          "page_number": 52
        },
        {
          "tools": [
            {
              "id": 34,
              "slug": "the-rule-of-three",
              "layer": "Block",
              "evidence": "Three coloured callout boxes",
              "confidence": 90
            }
          ],
          "page_number": 53
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'aspects of behaviour have changed compared to before Coronavirus'",
              "confidence": 80
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars across 8 behavioural categories",
              "confidence": 75
            }
          ],
          "page_number": 54
        },
        {
          "tools": [
            {
              "id": 118,
              "slug": "action-titles",
              "layer": "Slide",
              "evidence": "Title 'less likely than May to say calling/messaging family more'",
              "confidence": 85
            },
            {
              "id": 133,
              "slug": "small-multiples",
              "layer": "Slide",
              "evidence": "Grouped bars W1 vs W2",
              "confidence": 75
            }
          ],
          "page_number": 55
        },
        {
          "tools": [
            {
              "id": 124,
              "slug": "closing-techniques",
              "layer": "Slide",
              "evidence": "Thank you slide with researcher contact",
              "confidence": 70
            }
          ],
          "page_number": 56
        }
      ],
      "slides_seen": 56,
      "deck_summary": "An Ipsos MORI longitudinal research report — strong on action-titled charts and W1/W2 comparisons, but the structure is topical (8 thematic sections of facts) rather than a Storymakers narrative arc; no problem-solution movement and no recommendations.",
      "secondary_arcs": [],
      "images_inspected": 4,
      "slide_frameworks": []
    },
    "matchedAt": "2026-05-02 06:46:14.368+00",
    "slidesSeen": 56,
    "deckSummary": "An Ipsos MORI longitudinal research report — strong on action-titled charts and W1/W2 comparisons, but the structure is topical (8 thematic sections of facts) rather than a Storymakers narrative arc; no problem-solution movement and no recommendations.",
    "imagesInspected": 4,
    "extractionSeconds": 445.486
  },
  "score": {
    "backend": "codex",
    "scoredAt": "2026-05-02 18:11:37.729+00",
    "subScores": {
      "scqa_arc": 48,
      "action_titles": 70,
      "mece_structure": 76,
      "closing_strength": 22,
      "evidence_quality": 88,
      "clarity_of_thesis": 62,
      "production_quality": 74,
      "visual_storytelling": 72
    },
    "totalScore": 64,
    "coveragePct": 100,
    "explanations": {
      "scqa_arc": "The deck establishes situation and complications through survey context and subgroup disparities, but it never frames a central question or builds to a clear answer, so it reads more like a research report than an SCQA argument.",
      "action_titles": "Many analytic pages use insight-bearing titles, for example slide 45, \"A quarter said their income was lower in December than at the start of March, compared to a third who said this in May,\" but repeated labels like \"Key findings\" and section dividers dilute title discipline.",
      "mece_structure": "The eight thematic sections are mostly MECE across direct COVID experience, work, neighbourhoods, contact, support, wellbeing, finances, and behaviours, though social contact/help/wellbeing and work/financial impacts overlap without an explicit synthesis.",
      "closing_strength": "Slide 56 closes with a thank-you and contact details but provides no recommendation, decision ask, implications, or next steps.",
      "evidence_quality": "Most claims are supported by survey charts, wave comparisons, sample/methodology notes, and footnotes, with slide 3 establishing method and slides 8-55 repeatedly grounding claims in quantified evidence.",
      "clarity_of_thesis": "Slides 4-5 surface the main idea that COVID-19 affected wellbeing unevenly across work, social connection, health, and finances, but the deck does not state one sharp declarative thesis in the opening.",
      "production_quality": "The deck has consistent Ipsos/government branding, section dividers, footnotes, and chart conventions, but production quality is held back by overcrowded data slides and uneven action-title density.",
      "visual_storytelling": "Slides such as 29, 37, and 45 generally match the message with bars, stacked distributions, callouts, and comparisons, but several dense or overcrowded charts and text-heavy summary slides weaken the visual story."
    },
    "slidesAnalyzed": 56
  },
  "review": {
    "backend": null,
    "verdict": "A competent survey-report deck with strong metric-led data-slide titles but no narrative spine and no resolution — use individual data slides (p10, p13, p36, p45) as exemplars of declarative action titles, but do not use the deck-level structure as a Storymakers model.",
    "reviewedAt": "2026-04-25 11:52:28+00",
    "slidesSeen": 56,
    "suggestions": [
      "Replace every 'Key findings' / 'Key subgroup differences' title with the actual insight on that slide (e.g. p32 → 'Private renters and those with limiting conditions are 2-3× more likely to report unmet need')",
      "Add a closing 'Implications' slide before the Thank-You: who should do what differently because of these eight findings (e.g. targeted support for private renters, women with caring duties, those with limiting health conditions — the groups that recur across sections)",
      "Rewrite p4-5 as a single-sentence thesis ('Between May and December 2020 most wellbeing indicators stabilised or improved — but the same vulnerable groups bore disproportionate cost across every domain'), then list the eight pillars as evidence",
      "Convert section dividers into claim-form titles ('Work patterns split sharply along income lines', 'Neighbourhoods held up — but influence over them did not') so each chapter signals its argument up front"
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      "Consistent intra-section rhythm — divider → key findings → data slides → subgroup differences — makes the deck easy to navigate as a reference document",
      "Strong use of wave-over-wave comparison (May vs December) within slide titles and callouts (p25, p29, p37, p38, p47), giving the data temporal narrative even where the deck-level arc is missing"
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      "Nine slides titled 'Key findings' and five titled 'Key subgroup differences' — these are topic labels, not action titles, and they squander the most valuable real-estate on each slide",
      "Section dividers (p6 'DIRECT EXPERIENCES OF COVID', p11 'COVID AND WORK', p15 'NEIGHBOURHOOD PERCEPTIONS') are noun phrases — they signal a chapter heading rather than an argument the chapter will prove",
      "No headline thesis on p4-5: the executive summary is a bullet list of findings, not a single claim about how COVID reshaped wellbeing in Scotland"
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