{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prostate biopsy ISUP grading\n",
    "\n",
    "## Goal\n",
    "Run an end-to-end OrcaImage `ordinal_grading-v1` smoke baseline. The bundled cohort is synthetic; it contains no patient data and no glass-slide imagery.\n",
    "\n",
    "## Why this task is not classification\n",
    "The grades are an ordered scale. Calling an ISUP 2 an ISUP 3 is a small error; calling it an ISUP 5 is a large one. Accuracy scores both as simply wrong, so this family ranks on **quadratic-weighted kappa**, which weights each disagreement by the square of its distance on the declared scale.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Submission contract\n",
    "`predictions.csv: case_id,prediction`\n",
    "\n",
    "`prediction` must be one of the grades the track declares in `levels` \u2014 here `[\"1\",\"2\",\"3\",\"4\",\"5\"]`. Anything else fails validation before scoring, and a grade you never predict still occupies its place on the scale.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import importlib.util,subprocess,sys\n",
    "missing=[p for p in ['numpy','nibabel','scikit-learn'] if importlib.util.find_spec(p.replace('scikit-learn','sklearn')) is None]\n",
    "if missing: subprocess.check_call([sys.executable,'-m','pip','install',*missing])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bundled smoke cohort\n",
    "This cell restores the small dataset carried inside the notebook.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import base64,io,zipfile\n",
    "payload='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'\n",
    "with zipfile.ZipFile(io.BytesIO(base64.b64decode(payload))) as z: z.extractall('data')\n",
    "sorted(p.name for p in Path('data').rglob('*'))[:6]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Baseline\n",
    "A transparent monotone heuristic: map mean image intensity onto the grade scale. Replace it with your model, keeping the output contract unchanged.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv, zipfile\n",
    "import nibabel as nib\n",
    "import numpy as np\n",
    "LEVELS=['1','2','3','4','5']\n",
    "rows=[]\n",
    "for path in sorted(Path('data/images').glob('*.nii.gz')):\n",
    "    signal=float(np.asarray(nib.load(path).dataobj).mean())\n",
    "    index=int(np.clip(round(signal*5),1,len(LEVELS)))-1\n",
    "    rows.append({'case_id':path.name.removesuffix('.nii.gz'),'prediction':LEVELS[index]})\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[:5]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Checks\n",
    "Inspect the archive before upload. Hidden reference grades are never included.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "with zipfile.ZipFile('submission.zip') as z: print(z.namelist())\n",
    "print(sorted({r['prediction'] for r in rows}))\n",
    "assert set(r['prediction'] for r in rows) <= set(LEVELS)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What the metric punishes\n",
    "A local illustration on your own output \u2014 no hidden reference is involved. Treat the predictions above as a stand-in truth, then make exactly one error in two different ways.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import cohen_kappa_score\n",
    "truth=[r['prediction'] for r in rows]\n",
    "def kappa(pred): return cohen_kappa_score(truth,pred,weights='quadratic',labels=LEVELS)\n",
    "victim=next(i for i,g in enumerate(truth) if g=='3')\n",
    "adjacent=list(truth); adjacent[victim]='4'\n",
    "distant=list(truth);  distant[victim]='1'\n",
    "print(f\"no error       qwk={kappa(truth):.4f}\")\n",
    "print(f\"one grade off  qwk={kappa(adjacent):.4f}   accuracy {1-1/len(truth):.2f}\")\n",
    "print(f\"two grades off qwk={kappa(distant):.4f}   accuracy {1-1/len(truth):.2f}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reading your score\n",
    "The board ranks `quadraticKappa`. The score card also returns `adjacentAgreement` \u2014 the share of cases within one grade of the reference \u2014 and the full confusion matrix over the declared scale. A high accuracy with a low kappa means the errors are landing far from the truth, which is the failure mode this family exists to expose.\n",
    "\n",
    "Kappa is chance-corrected, so a submission that predicts one grade everywhere scores at or below zero no matter how common that grade is.\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}