From 58dde9d6499a9dd109e6451b44e5dd446a5d70e3 Mon Sep 17 00:00:00 2001
From: Murad <murad09buet@gmail.com>
Date: Mon, 18 May 2026 21:16:16 -0500
Subject: [PATCH] Add submission for LLM_Claude_Opus_47 (run_claude_47)

---
 .../run_claude_47/metadata.json                   |   8 ++++++++
 .../run_claude_47/predictions.csv.enc             | Bin 0 -> 454 bytes
 2 files changed, 8 insertions(+)
 create mode 100644 submissions/inbox/LLM_Claude_Opus_47/run_claude_47/metadata.json
 create mode 100644 submissions/inbox/LLM_Claude_Opus_47/run_claude_47/predictions.csv.enc

diff --git a/submissions/inbox/LLM_Claude_Opus_47/run_claude_47/metadata.json b/submissions/inbox/LLM_Claude_Opus_47/run_claude_47/metadata.json
new file mode 100644
index 0000000..0dee6ed
--- /dev/null
+++ b/submissions/inbox/LLM_Claude_Opus_47/run_claude_47/metadata.json
@@ -0,0 +1,8 @@
+{
+  "team": "LLM_Claude_Opus_47",
+  "run_id": "run_claude_47",
+  "model_name": "GraphSAGE (zero-shot Claude Opus 4.7, agent mode, temperature=0)",
+  "model_type": "llm-only",
+  "submitter": "LLM_Claude_Opus_47",
+  "notes": "GNN-CB LLM baseline. Generated by Claude Opus 4.7 (claude-opus-4-7) under frozen prompt template prompt.md v1.1 (temperature=0, top_p=1, seed=42). Agent mode (Claude Code). Zero few-shot examples, zero per-task hints, zero prompt edits, zero repair iterations. Inductive cross-domain task: train on 209 cfRNA samples, predict on 111 placenta samples (no labels seen during training). Pipeline: pre-built graph_artifacts.pt (HeteroData, 320 nodes total, 6,650 gene-expression features, 3,200 similarity edges); 2-layer GraphSAGE (mean aggregator) hidden=128 + BatchNorm + dropout=0.5; CrossEntropyLoss with inverse-frequency class weights for the 2.1:1 imbalance (142 control / 67 preeclampsia); Adam lr=5e-3 wd=5e-4 full-batch transductive forward pass on the combined graph (supervision restricted to cfRNA nodes); stratified internal 80/20 val split on cfRNA labels; early stop on val F1 patience=20 max 200 epochs; 5-seed soft-vote ensemble {42..46} averaging softmax probabilities. Local internal-val F1: 0.5366 (ensemble; P=0.39 R=0.85), 0.4275 +/- 0.1541 per-seed (cross-seed variance is high due to tiny minority class of ~13 val samples). CPU only, wall-clock ~10 s."
+}
diff --git a/submissions/inbox/LLM_Claude_Opus_47/run_claude_47/predictions.csv.enc b/submissions/inbox/LLM_Claude_Opus_47/run_claude_47/predictions.csv.enc
new file mode 100644
index 0000000000000000000000000000000000000000..414bfe7e20e0e205b82bfe8f6f4b772e666d5d81
GIT binary patch
literal 454
zcmV;%0XhDJUIX#Zh^tTeM(+{<2SC5t&blSW|Mo61xk*NVJQx7lK@XKfo*VA-#Z(4M
zUt%!BeOGk5>tx25%ZoQ5OT5oJlC6BKU@jK2KPM)-s{&rU(jwky3%@fB$*&2g90w89
zz@q^P0uYAq4d{qZ1cAi|VnxL!5DQ~;M<WFZr7UiKaT3I^+-Fw|Y^w=JVn8FKL(w%2
zOW~_wqqBt$&hdj(P%k4@R`@sb{EfohY`&Cq1Y;yCLc_?4N<__`Sh_6iy@GwsS0jKd
zj~B(qI{D=yc;@M&&|hJ!2fge=JzEH|dq&9+hTuOJ!e-S_GxGk)q*heDs>@CFj|UMZ
zO_GuC&F`*e*ZubFxI8IiL*}Cr5?)n0*iXq?TL!7~l*6s)?1hDFxX0FG{7^%9?nG5F
zJZ0jS`IMQUn)ygya<Qr=j$;%Lq{%2qTv3mQwlMtzWF4gOE{zw(PUFL!C;!hws2xz!
z(vvU+-IuK*2b)ZCrtLU3vZ*j0;F0=WI0BGS$3jEo|24=WgA+a%>5rUzU}175msgDO
wj;5Q_w4?63dIK5c6TG393Xt>fcsht-kXlD5l3|)wV>P9C!S+uP<8IPD4Z7{x%K!iX

literal 0
HcmV?d00001