Study 1: 270 runs complete + judge validation pipeline

- config_study1.yaml: 3 models × 3 oversight × bare framing × n=30
- Judge validation: 54-run subset, gold=Sonnet 4.6, proxy=Grok 4.1 Fast (BB κ=0.702) + GPT-4.1 (GB κ=0.878)
- Fix OpenAI batch provider: BytesIO, method/url fields, response.body parsing
- Scripts: extract_subset.py, judge_validation.py
- Dissertation chapters updated (intro, methodology, results, conclusion)

1 files changed, 165 insertions, 0 deletions

diff --git a/docs/final/template.typ b/docs/final/template.typ
new file mode 100644
index 0000000..37aebd6
--- /dev/null
+++ b/docs/final/template.typ
@@ -0,0 +1,165 @@
+// template.typ
+#let project(
+  title: "",
+  author: "",
+  student_id: "",
+  degree: "",
+  supervisor: "",
+  date: datetime.today(),
+  abstract: [],
+  acknowledgments: [],
+  body
+) = {
+  // 1. Page & Font Setup
+  set document(author: author, title: title)
+  set page(
+    paper: "a4",
+    margin: (left: 2.5cm, right: 2.5cm, top: 2.5cm, bottom: 2.5cm),
+    numbering: none,
+  )
+  set text(lang: "en", size: 12pt)
+  
+  // 2. The Title Page [cite: 1]
+  align(center)[
+    // INSERT LOGO HERE
+    #image("uel.svg", width: 5cm) 
+    #v(2em) // Adds a small gap between logo and text
+    
+    #text(size: 14pt)[SCHOOL OF ARCHITECTURE, COMPUTING AND ENGINEERING] \
+    #v(0.5em)
+    #text(size: 12pt)[Department of Engineering and Computing]
+    
+    #v(4fr)
+    
+    #text(weight: "bold", size: 22pt)[#title]
+    
+    #v(2fr)
+    
+    #text(weight: "bold", size: 14pt)[#author] \
+    #text(size: 12pt)[#student_id]
+    
+    #v(2fr)
+    
+    A report submitted in part fulfilment of the degree of \
+    BSc (Hons) in #text(style: "italic")[#degree]
+    
+    #v(1em)
+    
+    Supervisor: #supervisor \
+    CN6000
+
+    #v(2fr)
+    
+    
+    #v(1em)
+    #date.display("[day] [month repr:long] [year]")
+    #v(2em)
+  ]
+  pagebreak()
+
+  set page(numbering: "i")
+  counter(page).update(1) 
+
+  // 3. Front Matter (Abstract & Acknowledgments)
+  // We use aligned numbering: none so they don't get "1. Abstract"
+  set heading(numbering: none)
+  
+  heading(level: 1, outlined: true)[Abstract]
+  abstract
+  pagebreak()
+
+  heading(level: 1, outlined: true)[Acknowledgments]
+  acknowledgments
+  pagebreak()
+
+  // 4. Table of Contents [cite: 6]
+  outline(depth: 3, indent: 2em)
+  pagebreak()
+
+  // 4.1 Start numbering pages
+  set page(numbering: "1")
+  counter(page).update(1) 
+  // ------------------------
+
+  // 5. Main Content Styling & Headers
+  set page(
+    numbering: "1",
+    // HEADER LOGIC STARTS HERE
+    header: context {
+      // 1. Get the current page number
+      let current_page = here().page()
+      
+      // 2. Find the last heading BEFORE this point
+      let before = query(selector(heading.where(level: 1)).before(here()))
+      
+      // 3. Find the first heading AFTER this point (potential new chapter on this page)
+      let after = query(selector(heading.where(level: 1)).after(here()))
+      
+      let target_heading = none
+
+      // LOGIC: If a heading exists AFTER the header but ON THE SAME PAGE, use it.
+      if after.len() > 0 and after.first().location().page() == current_page {
+        target_heading = after.first()
+      } 
+      // OTHERWISE: Use the heading from before (continuation of previous chapter)
+      else if before.len() > 0 {
+        target_heading = before.last()
+      }
+
+      // 4. Render the header if we found a valid heading
+      if target_heading != none {
+        grid(
+            columns: (1fr, 1fr),
+            align(left)[
+              #text(style: "italic", size: 10pt)[
+                // Check numbering to handle unnumbered sections like "Appendix" cleanly
+                #if target_heading.numbering != none [
+                  Chapter #counter(heading).at(target_heading.location()).first(): 
+                ]
+                #target_heading.body
+              ]
+            ],
+            align(right)[
+              #text(size: 10pt)[#author]
+            ]
+        )
+        v(-0.8em)
+        line(length: 100%, stroke: 0.5pt + gray)
+      }
+    }
+    // ... end set page ...
+  )
+  
+  counter(page).update(1)
+  set heading(numbering: "1.1")
+  
+  // Custom rule to force "Chapter X: Title" formatting
+  show heading.where(level: 1): it => {
+    pagebreak(weak: true)
+    v(1em)
+    text(size: 16pt, weight: "bold")[
+      Chapter #counter(heading).display(): #it.body
+    ]
+    v(1em)
+  }
+
+  // Paragraph styling
+  set par(justify: true, leading: 0.8em)
+  
+  body
+}
+
+// Helper for Appendices to switch lettering
+#let appendix(body) = {
+  pagebreak()
+  counter(heading).update(0)
+  set heading(numbering: "A.1")
+  show heading.where(level: 1): it => {
+    pagebreak(weak: true)
+    text(size: 14pt, weight: "bold")[
+      Appendix #counter(heading).display("A") - #it.body
+    ]
+    v(1em)
+  }
+  body
+}