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AI review — page 22
claude-opus-4-8 · prompt v7 · 2026-09-02T12:47:34+00:00 · applied: yes · changed: yes · skipped invented ids: 1
Screenshot sent to the model (reading-order tags burned on)
Instructions (system prompt)
The screenshot has annotations burned onto it that are NOT part of the document:
- a small red numbered tag at the top-left corner of each item, showing that item's position in the OCR-determined reading order (the same order the items appear in the json data);
- a red-and-white dotted outline around each item, showing the area the OCR detected for that content block.
Use the tags and outlines to see the detected reading order and item boundaries directly on the page, and judge that sequence against how a human would naturally read it. Ignore the annotations when checking text fidelity — they overlay the content, they are not content.
For the given screenshot of a PDF's page and the attached json data, I want you to perform the following tasks in order...
Review the reading order set out in the json data and compare to what a natural reading order for that of a human would be by looking at the screenshot. Decide on any changes and re-arrange the items for the most logical reading order.
Look at all text for each item and correct any extraction errors like missing words, spelling mistakes etc.
Look at each item in the JSON and ensure that the OCR process has identified the item as the correct type: text, list item etc.
Look for any text that duplicates: if two items next to each other contain the exact same text but the text only appears once on the screenshot, one of them is an extraction error — keep the item whose box matches where the text is visible and flag the other for removal.
Make amendments as you proceed through the items and list of instructions.
Reading Order Advice: If there is columns with headings and text, I wouldnt expect the reading order to jump from one heading straight to another if there is text associated with that heading.
Return format: Give me the json data back only, with the amendments you make.
Mechanical notes (so your answer can be applied automatically):
- Each item has an `id` — keep every item and its `id` exactly as given; never invent, drop or duplicate ids. Re-arranging means changing the position of items (and their nesting) in the arrays.
- Never move text (or a type) from one item to another: each item's coordinates travel with its id, so to change reading order you must move the whole item object, and text amendments must be in-place corrections of that item's own text.
- To flag a duplicate item, keep it in the array and add `"remove": "duplicate"` to it — never just delete it (deleted items are restored automatically).
- ids are opaque labels, not sequence numbers: never renumber them. After a removal or re-arrangement, every remaining item keeps the exact id it came with, even if the ids no longer look sequential.
- Text may contain `[pN.M…]` placeholders marking where an inline formula belongs — treat them as part of the text and leave them exactly where they are.
- `box` is [left, top, right, bottom] as percentages of the page from the top-left corner; return it unchanged.
- Respond with raw JSON only: no code fences, no commentary, same shape as the input (`{"items": [...]}`).
User message (json data sent)
Page 22 json data:
{"items":[{"id":"p22.1","type":"title","box":[6,3,95,6],"text":"KENTUCKY EDUCATIONAL EXCELLENCE SCHOLARSHIP"},{"id":"p22.2","type":"text","box":[6,7,91,11],"text":"The Kentucky Educational Excellence Scholarship (KEES) provides Kentucky high school students with money for tuition and education-related expenses. Check out the frequently asked questions below to learn more about the program."},{"id":"p22.3","type":"heading","box":[6,13,28,14],"text":"How do I earn KEES money?"},{"id":"p22.4","type":"text","box":[6,15,46,24],"text":"Just earn a 2.75 GPA or better in each year of high school. An ACT composite score of 15 or above (or the equivalent SAT) will also earn you a bonus award. You must qualify for at least one GPA award to receive the bonus."},{"id":"p22.5","type":"caption","box":[12,26,38,28],"text":"KEES Award Amounts"},{"id":"p22.6","type":"table","box":[6,29,43,56],"text":"","children":[{"id":"p22.6.1","type":"table_cell","box":[8,30,10,56],"text":"GPA\n4.0\n3.9\n3.8\n3.75\n3.7\n3.6\n3.5\n3.4\n3.3\n3.25\n3.2\n3.1\n3.0\n2.9\n2.8\n2.75"},{"id":"p22.6.2","type":"table_cell","box":[13,29,17,56],"text":"Award Amount\n$500\n$475\n$450\n$437\n$425\n$400\n$375\n$350\n$325\n$312\n$300\n$275\n$250\n$225\n$200\n$187"},{"id":"p22.6.3","type":"table_cell","box":[20,29,26,53],"text":"ACT Score\n28 or above\n27\n26\n25\n24\n23\n22\n21\n20\n19\n18\n17\n16\n15"},{"id":"p22.6.4","type":"table_cell","box":[28,29,34,53],"text":"SAT Range\n1300-1600\n1260-1290\n1230-1250\n1200-1220\n1160-1190\n1130-1150\n1100-1120\n1060-1090\n1030-1050\n990-1020\n960-980\n920-950\n880-910\n830-870"},{"id":"p22.6.5","type":"table_cell","box":[37,29,41,53],"text":"Bonus Amount\n$500\n$464\n$428\n$393\n$357\n$321\n$286\n$250\n$214\n$179\n$143\n$107\n$71\n$36"}]},{"id":"p22.7","type":"heading","box":[6,61,42,62],"text":"Students who are eligible for free or reduced-"},{"id":"p22.8","type":"text","box":[6,62,47,74],"text":"price lunches, based on family income, during any year of high school can earn additional bonuses by making qualifying scores on Advanced Placement (AP), International Baccalaureate (IB) or Cambridge Advanced International (CAI) exams. AP classes are not a requirement for taking AP exams.\nDo I have to attend a certain high school or take specific classes?"},{"id":"p22.9","type":"text","box":[1,79,4,95],"text":"Funding Your Future"},{"id":"p22.10","type":"table","box":[10,76,51,92],"text":"","children":[{"id":"p22.10.1","type":"table_cell","box":[13,77,21,81],"text":"Advanced Placement"},{"id":"p22.10.2","type":"table_cell","box":[25,77,36,81],"text":"International Baccalaureate"},{"id":"p22.10.3","type":"table_cell","box":[26,76,35,79],"text":"International International"},{"id":"p22.10.4","type":"table_cell","box":[39,77,50,83],"text":"Cambridge Advanced International"},{"id":"p22.10.5","type":"table_cell","box":[43,76,51,79],"text":""},{"id":"p22.10.6","type":"table_cell","box":[12,83,15,92],"text":"Exam Score\n3\n4\n5"},{"id":"p22.10.7","type":"table_cell","box":[18,83,23,92],"text":"Bonus Amount\n$200\n$250\n$300"},{"id":"p22.10.8","type":"table_cell","box":[26,83,29,92],"text":"Exam Score\n5\n6\n7"},{"id":"p22.10.9","type":"table_cell","box":[32,83,36,92],"text":"Bonus Amount\n$200\n$250\n$300"},{"id":"p22.10.10","type":"table_cell","box":[38,83,44,92],"text":"Exam Score\ne\nc or d\na*, a or b"}]},{"id":"p22.11","type":"text","box":[56,16,96,26],"text":"All students who are Kentucky residents and attending certified public or private high schools in Kentucky are eligible to earn KEES money. Home-schooled students and students attending non-certified high schools are eligible for only an ACT bonus award."},{"id":"p22.12","type":"text","box":[56,27,97,35],"text":"You do not have to take certain classes to earn KEES. AP, IB, CAI and dual credit courses are weighted on a five-point scale for KEES purposes, meaning an ‘A’ in those courses is worth more than others."},{"id":"p22.13","type":"heading","box":[56,36,85,38],"text":"Do I have to apply for the scholarship?"},{"id":"p22.14","type":"text","box":[56,38,98,44],"text":"No, there is no application! Your school will report your GPA to KHEAA at the end of each school year, and KHEAA will notify you about your award."},{"id":"p22.15","type":"text","box":[56,45,96,51],"text":"What should I do if my award information is incorrect?\nAsk your high school counselor to make the necessary changes."},{"id":"p22.16","type":"heading","box":[56,53,98,56],"text":"What happens to my KEES if I graduate from high school early?"},{"id":"p22.17","type":"text","box":[56,57,97,64],"text":"If you graduate in three years, you will be awarded the equivalent of a fourth year of KEES, which will be the average of the awards you earned in the first three years of high school."},{"id":"p22.18","type":"heading","box":[56,65,83,67],"text":"How long do I have to use my KEES?"},{"id":"p22.19","type":"text","box":[56,67,98,75],"text":"You can receive KEES for up to eight academic terms in an undergraduate degree program. It must be used within five years of high school graduation. Active duty service members may request an extension."},{"id":"p22.20","type":"figure","box":[62,78,73,85],"text":""},{"id":"p22.21","type":"footnote","box":[7,56,41,58],"text":"KHEAA uses the ACT composite scores from national exams and the SAT Math + Evidence-Based Reading & Writing (ERW) scores for KEES purposes."},{"id":"p22.22","type":"footer","box":[2,96,4,98],"text":"22"},{"id":"p22.23","type":"footnote","box":[73,81,89,85],"text":"KEES awards are funded by Kentucky Lottery revenue."}]}
Model response
{"items":[{"id":"p22.1","type":"title","box":[6,3,95,6],"text":"KENTUCKY EDUCATIONAL EXCELLENCE SCHOLARSHIP"},{"id":"p22.2","type":"text","box":[6,7,91,11],"text":"The Kentucky Educational Excellence Scholarship (KEES) provides Kentucky high school students with money for tuition and education-related expenses. Check out the frequently asked questions below to learn more about the program."},{"id":"p22.3","type":"heading","box":[6,13,28,14],"text":"How do I earn KEES money?"},{"id":"p22.4","type":"text","box":[6,15,46,24],"text":"Just earn a 2.75 GPA or better in each year of high school. An ACT composite score of 15 or above (or the equivalent SAT) will also earn you a bonus award. You must qualify for at least one GPA award to receive the bonus."},{"id":"p22.5","type":"caption","box":[12,26,38,28],"text":"KEES Award Amounts"},{"id":"p22.6","type":"table","box":[6,29,43,56],"text":"","children":[{"id":"p22.6.1","type":"table_cell","box":[8,30,10,56],"text":"GPA\n4.0\n3.9\n3.8\n3.75\n3.7\n3.6\n3.5\n3.4\n3.3\n3.25\n3.2\n3.1\n3.0\n2.9\n2.8\n2.75"},{"id":"p22.6.2","type":"table_cell","box":[13,29,17,56],"text":"Award Amount\n$500\n$475\n$450\n$437\n$425\n$400\n$375\n$350\n$325\n$312\n$300\n$275\n$250\n$225\n$200\n$187"},{"id":"p22.6.3","type":"table_cell","box":[20,29,26,53],"text":"ACT Score\n28 or above\n27\n26\n25\n24\n23\n22\n21\n20\n19\n18\n17\n16\n15"},{"id":"p22.6.4","type":"table_cell","box":[28,29,34,53],"text":"SAT Range\n1300-1600\n1260-1290\n1230-1250\n1200-1220\n1160-1190\n1130-1150\n1100-1120\n1060-1090\n1030-1050\n990-1020\n960-980\n920-950\n880-910\n830-870"},{"id":"p22.6.5","type":"table_cell","box":[37,29,41,53],"text":"Bonus Amount\n$500\n$464\n$428\n$393\n$357\n$321\n$286\n$250\n$214\n$179\n$143\n$107\n$71\n$36"}]},{"id":"p22.21","type":"footnote","box":[7,56,41,58],"text":"KHEAA uses the ACT composite scores from national exams and the SAT Math + Evidence-Based Reading & Writing (ERW) scores for KEES purposes."},{"id":"p22.7","type":"heading","box":[6,61,42,62],"text":"Students who are eligible for free or reduced-"},{"id":"p22.8","type":"text","box":[6,62,47,74],"text":"price lunches, based on family income, during any year of high school can earn additional bonuses by making qualifying scores on Advanced Placement (AP), International Baccalaureate (IB) or Cambridge Advanced International (CAI) exams. AP classes are not a requirement for taking AP exams."},{"id":"p22.10","type":"table","box":[10,76,51,92],"text":"","children":[{"id":"p22.10.1","type":"table_cell","box":[13,77,21,81],"text":"Advanced Placement"},{"id":"p22.10.2","type":"table_cell","box":[25,77,36,81],"text":"International Baccalaureate"},{"id":"p22.10.3","type":"table_cell","box":[26,76,35,79],"text":""},{"id":"p22.10.4","type":"table_cell","box":[39,77,50,83],"text":"Cambridge Advanced International"},{"id":"p22.10.5","type":"table_cell","box":[43,76,51,79],"text":""},{"id":"p22.10.6","type":"table_cell","box":[12,83,15,92],"text":"Exam Score\n3\n4\n5"},{"id":"p22.10.7","type":"table_cell","box":[18,83,23,92],"text":"Bonus Amount\n$200\n$250\n$300"},{"id":"p22.10.8","type":"table_cell","box":[26,83,29,92],"text":"Exam Score\n5\n6\n7"},{"id":"p22.10.9","type":"table_cell","box":[32,83,36,92],"text":"Bonus Amount\n$200\n$250\n$300"},{"id":"p22.10.10","type":"table_cell","box":[38,83,44,92],"text":"Exam Score\ne\nc or d\na*, a or b"}]},{"id":"p22.9","type":"text","box":[1,79,4,95],"text":"Funding Your Future"},{"id":"p22.24","type":"heading","box":[56,13,96,17],"text":"Do I have to attend a certain high school or take specific classes?"},{"id":"p22.11","type":"text","box":[56,16,96,26],"text":"All students who are Kentucky residents and attending certified public or private high schools in Kentucky are eligible to earn KEES money. Home-schooled students and students attending non-certified high schools are eligible for only an ACT bonus award."},{"id":"p22.12","type":"text","box":[56,27,97,35],"text":"You do not have to take certain classes to earn KEES. AP, IB, CAI and dual credit courses are weighted on a five-point scale for KEES purposes, meaning an ‘A’ in those courses is worth more than others."},{"id":"p22.13","type":"heading","box":[56,36,85,38],"text":"Do I have to apply for the scholarship?"},{"id":"p22.14","type":"text","box":[56,38,98,44],"text":"No, there is no application! Your school will report your GPA to KHEAA at the end of each school year, and KHEAA will notify you about your award."},{"id":"p22.15","type":"text","box":[56,45,96,51],"text":"What should I do if my award information is incorrect?\nAsk your high school counselor to make the necessary changes."},{"id":"p22.16","type":"heading","box":[56,53,98,56],"text":"What happens to my KEES if I graduate from high school early?"},{"id":"p22.17","type":"text","box":[56,57,97,64],"text":"If you graduate in three years, you will be awarded the equivalent of a fourth year of KEES, which will be the average of the awards you earned in the first three years of high school."},{"id":"p22.18","type":"heading","box":[56,65,83,67],"text":"How long do I have to use my KEES?"},{"id":"p22.19","type":"text","box":[56,67,98,75],"text":"You can receive KEES for up to eight academic terms in an undergraduate degree program. It must be used within five years of high school graduation. Active duty service members may request an extension."},{"id":"p22.20","type":"figure","box":[62,78,73,85],"text":""},{"id":"p22.23","type":"footnote","box":[73,81,89,85],"text":"KEES awards are funded by Kentucky Lottery revenue."},{"id":"p22.22","type":"footer","box":[2,96,4,98],"text":"22"}]}