AI review — page 29

claude-opus-4-8 · prompt v7 · 2026-09-02T12:47:35+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 29 json data:

{"items":[{"id":"p29.1","type":"text","box":[3,3,46,7],"text":"Conversion scholarship/loan Requires recipients to provide certain services or pay back the funds received with interest."},{"id":"p29.2","type":"text","box":[3,7,42,11],"text":"Core classes A set of subjects or courses that make up a required portion of a curriculum."},{"id":"p29.3","type":"text","box":[3,12,44,19],"text":"Cost of attendance The total cost of attending a particular college for one year. It includes direct costs (tuition, fees, food and housing) and indirect costs (books, supplies, transportation, personal expenses, etc.)."},{"id":"p29.4","type":"text","box":[3,20,45,27],"text":"Credit by examination Process in which students can earn credit for college-level knowledge by passing a test. The CLEP, AP, DANTES (military) and other programs allow students to earn college credit this way."},{"id":"p29.5","type":"heading","box":[7,33,21,36],"text":"Who's who?"},{"id":"p29.6","type":"text","box":[7,37,42,43],"text":"Admissions counselor: A college or university employee who advises students during the admissions process."},{"id":"p29.7","type":"text","box":[7,44,42,54],"text":"School counselor: Someone who works in elementary, middle and high schools to provide academic, career, college access and personal/social support to K-12 students."},{"id":"p29.8","type":"text","box":[7,56,42,61],"text":"Financial aid counselor: A college or university employee who is involved in the administration of financial aid."},{"id":"p29.9","type":"text","box":[7,63,42,70],"text":"KHEAA Outreach counselor: A KHEAA staff member who helps students and families plan and prepare for education after high school. KHEAA services are free."},{"id":"p29.10","type":"text","box":[7,72,41,83],"text":"Kentucky College Coach: Some schools have an AmeriCorps member placed in public high schools and Area Technology Centers across the state to mentor students as they transition from high school to college."},{"id":"p29.11","type":"heading","box":[7,85,35,87],"text":"Family Resource Youth Service"},{"id":"p29.12","type":"text","box":[7,87,41,96],"text":"Coordinator: Specialized school-based professional who removes non-academic barriers to learning by connecting students and their families with essential health, social, and educational resources\nCredit for life experience Process in which students receive credit for college-level knowledge gained through life experience."},{"id":"p29.13","type":"text","box":[51,9,91,16],"text":"Credit hour or clock hour Unit of measurement for an educational program. While most community colleges and four-year colleges and universities use credit hours, many proprietary schools use clock hours."},{"id":"p29.14","type":"text","box":[51,17,93,22],"text":"Cumulative GPA The average of all grades earned in a student's academic career, from the beginning of their studies to the present time."},{"id":"p29.15","type":"heading","box":[51,24,53,26],"text":"D"},{"id":"p29.16","type":"text","box":[51,26,93,66],"text":"Dependency override Authority given to financial aid\nadministrators to change a student's status from dependent to\nindependent in cases involving unusual circumstances.\nDiploma Given in a nondegree program, usually a vocational or technical field, to prepare for a job. Diploma programs are generally 9 to 18 months long. This diploma is not the same as the diploma you receive when you graduate from high school.\nDirect Data Exchange Data sharing process which authorizes a direct exchange with the Internal Revenue Service (IRS) to facilitate completing the FAFSA form.\nDirect PLUS Loan A loan provided to parents or stepparents of eligible dependent undergraduate students or to graduate/professional students who need additional financial aid to pay college expenses.\nDoctorate A degree that usually takes three or more years after a bachelor's to complete.\nDual credit program Program in which courses satisfy high school graduation requirements and earn college credit hours.\nDual enrollment A student enrolled in two distinct academic programs or educational institutions concurrently."},{"id":"p29.17","type":"heading","box":[51,67,53,69],"text":"E"},{"id":"p29.18","type":"text","box":[51,69,93,73],"text":"Early action Lets students apply to their preferred school and receive a decision before the normal response date."},{"id":"p29.19","type":"text","box":[51,74,93,83],"text":"Early decision Requires students to make a commitment to enroll in a school if they're admitted. Students must withdraw all other applications and make a nonrefundable deposit. One disadvantage to early decision is that it may mean students have less leverage if they appeal their financial aid package."},{"id":"p29.20","type":"text","box":[51,83,93,89],"text":"Entrance counseling Ensures students understand the terms and conditions of their loans and know their rights and responsibilities."},{"id":"p29.21","type":"text","box":[96,79,99,95],"text":"Scholarly Sources"},{"id":"p29.22","type":"footer","box":[96,96,98,98],"text":"29"}]}