{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3276b7a5",
   "metadata": {},
   "source": [
    "# CT-derived survival-risk prognosis\n",
    "\n",
    "## Goal\n",
    "Run an end-to-end OrcaImage `prognosis-v1` smoke baseline inspired by TCIA NSCLC-Radiomics. The bundled cohort is synthetic; it contains no patient data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d13c861",
   "metadata": {},
   "source": [
    "## Submission contract\n",
    "`predictions.csv: case_id,risk (higher means earlier event)`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f2d3cc7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import importlib.util,subprocess,sys\n",
    "missing=[p for p in ['numpy','nibabel','scipy'] if importlib.util.find_spec(p) is None]\n",
    "if missing: subprocess.check_call([sys.executable,'-m','pip','install','numpy','nibabel','scipy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d56ebf1e",
   "metadata": {},
   "source": [
    "## Bundled smoke cohort\n",
    "This cell restores the small dataset carried inside the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "77185c7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import base64,io,zipfile\n",
    "payload='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'\n",
    "Path('data').mkdir(exist_ok=True)\n",
    "with zipfile.ZipFile(io.BytesIO(base64.b64decode(payload))) as z:z.extractall('data')\n",
    "[str(p) for p in Path('data').rglob('*') if p.is_file()]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "787e88f8",
   "metadata": {},
   "source": [
    "## Baseline\n",
    "Replace this transparent heuristic with your training and inference pipeline, while keeping the output contract unchanged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c652f01f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv, zipfile\n",
    "import nibabel as nib\n",
    "import numpy as np\n",
    "rows=[]\n",
    "for path in sorted(Path('data/images').glob('*.nii.gz')):\n",
    "    rows.append({'case_id':path.name.removesuffix('.nii.gz'),'risk':float(np.asarray(nib.load(path).dataobj).mean())})\n",
    "with open('predictions.csv','w',newline='') as f:\n",
    "    w=csv.DictWriter(f,fieldnames=rows[0]);w.writeheader();w.writerows(rows)\n",
    "with zipfile.ZipFile('submission.zip','w',zipfile.ZIP_DEFLATED) as z:z.write('predictions.csv')\n",
    "rows[:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3437428",
   "metadata": {},
   "source": [
    "## Checks\n",
    "Inspect the archive before upload. Hidden reference values are never included."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "85f59318",
   "metadata": {},
   "outputs": [],
   "source": [
    "with zipfile.ZipFile('submission.zip') as z: print(z.namelist())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "023100ca",
   "metadata": {},
   "source": [
    "## Next steps\n",
    "Import the full TCIA NSCLC-Radiomics cohort only after reviewing its current license and citation requirements in `datasets/CATALOG.md`."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
