Spaces:
Sleeping
Sleeping
File size: 32,731 Bytes
f0ef01d ad43b05 b451b97 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 f0ef01d ad43b05 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 | import { useEffect, useMemo, useRef, useState, useCallback } from "react";
function resolveApiBase() {
const explicitBase = import.meta.env.VITE_API_BASE;
if (explicitBase) return explicitBase.replace(/\/$/, "");
const host = window.location.hostname;
const isLocal =
host === "localhost" || host === "127.0.0.1" || host === "0.0.0.0";
if (isLocal && window.location.port === "5173") {
return "http://localhost:7860";
}
return window.location.origin.replace(/\/$/, "");
}
const API_BASE = resolveApiBase();
const WS_URL = `${API_BASE.replace(/^http/, "ws")}/ws`;
const TASKS = [
{ id: "easy_screening", label: "Easy Screening" },
{ id: "budgeted_screening", label: "Budgeted Screening" },
{ id: "complex_tradeoff", label: "Complex Tradeoff" },
];
const TASK_LABEL_MAP = Object.fromEntries(TASKS.map((t) => [t.id, t.label]));
const ACTION_LABELS = {
query_ddi: "Check Drug Interaction",
propose_intervention: "Propose Change",
finish_review: "Finish Review",
};
const INTERVENTION_LABELS = {
stop: "Stop Medication",
dose_reduce: "Reduce Dose",
substitute: "Substitute with Safer Drug",
add_monitoring: "Add Monitoring",
};
// ── Contextual guide steps: each targets a specific UI section ──────────────
const GUIDE_STEPS = [
{
target: "topbar",
position: "below",
title: "Welcome to PolypharmacyEnv",
body: `This tool helps review elderly patients' medication regimens for safety.
You'll act as a pharmacist assistant: check pairs of drugs for harmful interactions, propose changes to reduce risk, and get scored on how well you protect the patient — all under limited budgets.
Behind the scenes, an AI agent (Neural Bandit) learns which drug combinations to investigate first, getting smarter with each review.`,
},
{
target: "task-selector",
position: "below",
title: "Choose a Scenario",
body: `Pick a difficulty level:
• Easy Screening — 3–5 drugs, 1 known dangerous interaction. Great for getting started.
• Budgeted Screening — 6–10 drugs, multiple problems to find, tighter budgets.
• Complex Tradeoff — 10–15 drugs including critical ones (blood thinners, insulin). Removing critical drugs without a replacement is penalized.
Click "Reset Episode" to load a new patient case.`,
},
{
target: "episode-panel",
position: "below",
title: "Patient Overview",
body: `After resetting, this panel shows the patient's details:
• Demographics (age, sex, medical conditions)
• Your remaining query and intervention budgets
• A risk bar comparing starting risk vs. current risk
• How many review steps you've taken
Each check and intervention uses up budget — use them wisely to get the best outcome.`,
},
{
target: "action-console",
position: "right",
title: "Check Drug Interactions",
body: `Select "Check Drug Interaction" and pick two drugs from the patient's list:
Example dangerous combinations:
• Warfarin + Naproxen → severe bleeding risk
• Diazepam + Tramadol → dangerous sedation
• Apixaban + Naproxen → severe bleeding risk
Each check costs a small amount of budget. Finding a serious interaction earns a bonus. A smart strategy checks high-risk pairs first.`,
},
{
target: "action-console",
position: "right",
title: "Propose Changes",
body: `After finding a dangerous interaction, switch to "Propose Change":
• Stop Medication — Remove the drug entirely
• Reduce Dose — Lower the dose to reduce risk
• Substitute Drug — Automatically finds a safer alternative in the same drug class
• Add Monitoring — Flag for closer clinical monitoring
Example: After finding warfarin + naproxen interaction, select Naproxen → "Substitute". The system finds a safer pain reliever.`,
},
{
target: "medications-panel",
position: "left",
title: "Current Medications",
body: `This grid shows the patient's active medications. Each card shows:
• Drug name and dose
• Drug class (e.g., pain reliever, blood thinner)
• "High Risk" badge for drugs that need extra caution in elderly patients
• Safety flags (avoid, caution, adjust dose)
Cards marked "avoid" or "High Risk" are prime candidates for a closer look. The list updates live as you make changes.`,
},
{
target: "event-log",
position: "above",
title: "Activity Log & Score",
body: `The log tracks every action you take and its impact. When you click "Finish Review", you get a final score (0–100%):
• Easy: Based on risk reduction + targeting the right dangerous drugs
• Medium: Risk reduction + precision of your interventions + how well you used your budget
• Hard: Risk reduction minus penalties for disrupting the patient's treatment plan
The "Ask AI" button lets an AI agent make decisions using the same tools you have.`,
},
];
async function apiPost(path, body) {
const res = await fetch(`${API_BASE}${path}`, {
method: "POST",
headers: { "Content-Type": "application/json" },
body: JSON.stringify(body),
});
if (!res.ok) {
const msg = await res.text();
throw new Error(msg || `HTTP ${res.status}`);
}
return res.json();
}
// ── Spotlight Guide Component ───────────────────────────────────────────────
function SpotlightGuide({ step, steps, onNext, onPrev, onClose }) {
const [rect, setRect] = useState(null);
const tooltipRef = useRef(null);
const updateRect = useCallback(() => {
const target = steps[step]?.target;
if (!target) return;
const el = document.querySelector(`[data-guide="${target}"]`);
if (el) {
const r = el.getBoundingClientRect();
setRect({ top: r.top, left: r.left, width: r.width, height: r.height });
// scroll into view
el.scrollIntoView({ behavior: "smooth", block: "nearest" });
}
}, [step, steps]);
useEffect(() => {
updateRect();
window.addEventListener("resize", updateRect);
window.addEventListener("scroll", updateRect, true);
return () => {
window.removeEventListener("resize", updateRect);
window.removeEventListener("scroll", updateRect, true);
};
}, [updateRect]);
if (!rect) return null;
const pad = 8;
const current = steps[step];
// Calculate tooltip position
const getTooltipStyle = () => {
const pos = current.position || "below";
const base = {};
if (pos === "below") {
base.top = rect.top + rect.height + pad + 12;
base.left = rect.left;
base.maxWidth = Math.min(440, window.innerWidth - 40);
} else if (pos === "above") {
base.bottom = window.innerHeight - rect.top + pad + 12;
base.left = rect.left;
base.maxWidth = Math.min(440, window.innerWidth - 40);
} else if (pos === "right") {
base.top = rect.top;
base.left = rect.left + rect.width + pad + 12;
base.maxWidth = Math.min(380, window.innerWidth - rect.left - rect.width - 40);
} else if (pos === "left") {
base.top = rect.top;
base.right = window.innerWidth - rect.left + pad + 12;
base.maxWidth = Math.min(380, rect.left - 40);
}
return base;
};
return (
<div className="spotlight-overlay">
{/* Dark overlay with cutout */}
<svg className="spotlight-svg" width="100%" height="100%">
<defs>
<mask id="spotlight-mask">
<rect width="100%" height="100%" fill="white" />
<rect
x={rect.left - pad}
y={rect.top - pad}
width={rect.width + pad * 2}
height={rect.height + pad * 2}
rx="12"
fill="black"
/>
</mask>
</defs>
<rect
width="100%"
height="100%"
fill="rgba(4, 6, 15, 0.75)"
mask="url(#spotlight-mask)"
/>
</svg>
{/* Highlight border around target */}
<div
className="spotlight-ring"
style={{
top: rect.top - pad,
left: rect.left - pad,
width: rect.width + pad * 2,
height: rect.height + pad * 2,
}}
/>
{/* Tooltip */}
<div
ref={tooltipRef}
className="spotlight-tooltip glass"
style={getTooltipStyle()}
>
<div className="spotlight-tooltip-header">
<h3>{current.title}</h3>
<span className="guide-counter">
{step + 1} / {steps.length}
</span>
</div>
<div className="spotlight-tooltip-body">
{current.body.split("\n").map((line, i) => (
<p key={i}>{line}</p>
))}
</div>
<div className="spotlight-tooltip-footer">
<button
className="guide-btn secondary"
onClick={onPrev}
disabled={step === 0}
>
Previous
</button>
<button className="guide-btn secondary" onClick={onClose}>
Skip
</button>
{step < steps.length - 1 ? (
<button className="guide-btn" onClick={onNext}>
Next
</button>
) : (
<button className="guide-btn" onClick={onClose}>
Done
</button>
)}
</div>
<div className="guide-dots">
{steps.map((_, i) => (
<span
key={i}
className={`dot ${i === step ? "active" : ""}`}
/>
))}
</div>
</div>
</div>
);
}
// ── Main App ────────────────────────────────────────────────────────────────
export default function App() {
const [taskId, setTaskId] = useState("budgeted_screening");
const [obs, setObs] = useState(null);
const [log, setLog] = useState([]);
const [loading, setLoading] = useState(false);
const [guideStep, setGuideStep] = useState(0);
const [showGuide, setShowGuide] = useState(true);
const [action, setAction] = useState({
action_type: "query_ddi",
drug_id_1: "",
drug_id_2: "",
target_drug_id: "",
intervention_type: "stop",
proposed_new_drug_id: "",
rationale: "",
});
const medIds = useMemo(
() => (obs?.current_medications || []).map((m) => m.drug_id),
[obs]
);
const hasValidEpisode =
Boolean(obs?.episode_id) && (obs?.current_medications?.length || 0) > 0;
const isDone = Boolean(obs?.done);
const finalScore =
typeof obs?.metadata?.grader_score === "number"
? obs.metadata.grader_score
: null;
const noBudgetsLeft =
hasValidEpisode &&
(obs?.remaining_query_budget ?? 0) <= 0 &&
(obs?.remaining_intervention_budget ?? 0) <= 0;
const wsRef = useRef(null);
const pendingRef = useRef([]);
const wsEnsure = async () => {
if (wsRef.current && wsRef.current.readyState === WebSocket.OPEN)
return wsRef.current;
if (wsRef.current && wsRef.current.readyState === WebSocket.CONNECTING) {
await new Promise((r) => setTimeout(r, 80));
return wsEnsure();
}
const ws = new WebSocket(WS_URL);
wsRef.current = ws;
ws.onmessage = (evt) => {
try {
const msg = JSON.parse(evt.data);
const pending = pendingRef.current.shift();
if (pending) pending.resolve(msg);
} catch (e) {
const pending = pendingRef.current.shift();
if (pending) pending.reject(e);
}
};
ws.onerror = (err) => {
const pending = pendingRef.current.shift();
if (pending) pending.reject(err);
};
ws.onclose = () => {
wsRef.current = null;
};
await new Promise((resolve, reject) => {
const t = setTimeout(
() => reject(new Error("WebSocket connect timeout")),
2500
);
ws.onopen = () => {
clearTimeout(t);
resolve();
};
});
return ws;
};
const wsSend = async (type, data) => {
const ws = await wsEnsure();
return await new Promise((resolve, reject) => {
pendingRef.current.push({ resolve, reject });
ws.send(JSON.stringify({ type, data }));
});
};
useEffect(() => {
return () => {
try {
wsRef.current?.close();
} catch {
/* ignore */
}
};
}, []);
const appendLog = (text) => {
setLog((prev) =>
[`${new Date().toLocaleTimeString()} ${text}`, ...prev].slice(0, 30)
);
};
const normalizeObsFromWs = (packetData) => {
const observation = packetData?.observation || {};
const mergedMetadata = {
...(observation?.metadata || {}),
...(packetData?.info || {}),
};
return {
...observation,
done: Boolean(packetData?.done ?? observation?.done ?? false),
reward: packetData?.reward ?? observation?.reward ?? null,
metadata: mergedMetadata,
};
};
const handleReset = async () => {
setLoading(true);
try {
const msg = await wsSend("reset", { task_id: taskId });
const data = msg?.data || {};
const normalized = normalizeObsFromWs(data);
setObs(normalized);
const ids = (normalized?.current_medications || []).map((m) => m.drug_id);
setAction((prev) => ({
...prev,
drug_id_1: ids[0] || "",
drug_id_2: ids[1] || "",
target_drug_id: ids[0] || "",
}));
appendLog(`Reset — ${TASK_LABEL_MAP[taskId] || taskId}`);
} catch (err) {
appendLog(`Reset failed: ${err.message}`);
} finally {
setLoading(false);
}
};
const buildActionPayload = () => {
if (noBudgetsLeft) {
return { action_type: "finish_review" };
}
if (action.action_type === "query_ddi") {
return {
action_type: "query_ddi",
drug_id_1: action.drug_id_1,
drug_id_2: action.drug_id_2,
};
}
if (action.action_type === "propose_intervention") {
return {
action_type: "propose_intervention",
target_drug_id: action.target_drug_id,
intervention_type: action.intervention_type,
proposed_new_drug_id: action.proposed_new_drug_id || undefined,
rationale: action.rationale || undefined,
};
}
return { action_type: "finish_review" };
};
const isActionValid = () => {
if (!hasValidEpisode) return false;
if (isDone) return false;
if (noBudgetsLeft) return true;
if (action.action_type === "query_ddi") {
return Boolean(action.drug_id_1 && action.drug_id_2);
}
if (action.action_type === "propose_intervention") {
return Boolean(action.target_drug_id && action.intervention_type);
}
return true;
};
const handleStep = async (overrideAction = null) => {
if (!hasValidEpisode) {
appendLog("Run Reset Episode before stepping.");
return;
}
setLoading(true);
try {
const payload = overrideAction || buildActionPayload();
const msg = await wsSend("step", payload);
const data = msg?.data || {};
const normalized = normalizeObsFromWs(data);
setObs(normalized);
const label = ACTION_LABELS[payload.action_type] || payload.action_type;
const rwd = data.reward ?? 0;
appendLog(`${label} → reward: ${Number(rwd).toFixed(3)}`);
} catch (err) {
appendLog(`Step failed: ${err.message}`);
} finally {
setLoading(false);
}
};
const askAi = async () => {
if (!hasValidEpisode) {
appendLog("Run Reset Episode before asking AI.");
return;
}
setLoading(true);
try {
const data = await apiPost("/agent/suggest", { observation: obs });
const label =
ACTION_LABELS[data.action.action_type] || data.action.action_type;
appendLog(`AI suggests: ${label}`);
await handleStep(data.action);
} catch (err) {
appendLog(`AI suggestion failed: ${err.message}`);
} finally {
setLoading(false);
}
};
const formatDrugName = (drugId) => {
if (!drugId) return "";
return drugId
.replace(/^DRUG_/, "")
.replace(/_/g, " ")
.replace(/\b\w/g, (c) => c.toUpperCase());
};
const currentRisk = obs?.metadata?.current_risk;
const baselineRisk = obs?.metadata?.baseline_risk;
return (
<div className="shell">
<div className="bg-orb orb-a" />
<div className="bg-orb orb-b" />
{/* Spotlight Guide */}
{showGuide && (
<SpotlightGuide
step={guideStep}
steps={GUIDE_STEPS}
onNext={() => setGuideStep((s) => Math.min(s + 1, GUIDE_STEPS.length - 1))}
onPrev={() => setGuideStep((s) => Math.max(0, s - 1))}
onClose={() => setShowGuide(false)}
/>
)}
<div className="container">
<header className="topbar glass" data-guide="topbar">
<div className="title-wrap">
<h1>PolypharmacyEnv</h1>
<p>Elderly Medication Safety — Powered by Neural Bandits</p>
</div>
<div className="topbar-right">
<div className={`status-chip ${hasValidEpisode ? "live" : "idle"}`}>
{hasValidEpisode
? isDone
? "Episode Complete"
: "Session Live"
: "Ready"}
</div>
<button
className="guide-trigger"
onClick={() => {
setGuideStep(0);
setShowGuide(true);
}}
title="Open guided walkthrough"
>
?
</button>
</div>
<div className="actions" data-guide="task-selector">
<select value={taskId} onChange={(e) => setTaskId(e.target.value)}>
{TASKS.map((t) => (
<option key={t.id} value={t.id}>
{t.label}
</option>
))}
</select>
<button onClick={handleReset} disabled={loading}>
Reset Episode
</button>
<button
className="secondary"
onClick={askAi}
disabled={!hasValidEpisode || isDone || loading}
>
Ask AI + Auto Step
</button>
</div>
</header>
<main className="layout">
{/* Episode Info */}
<section className="panel glass panel-wide" data-guide="episode-panel">
<h2>Episode Overview</h2>
{hasValidEpisode ? (
<>
<div className="kpi-grid">
<div>
<span>Episode</span>
<strong>{obs.episode_id}</strong>
</div>
<div>
<span>Task</span>
<strong>{TASK_LABEL_MAP[obs.task_id] || obs.task_id}</strong>
</div>
<div>
<span>Patient</span>
<strong>
Age {obs.age}, {obs.sex === "M" ? "Male" : "Female"}
</strong>
</div>
<div>
<span>Step</span>
<strong>{obs.step_index}</strong>
</div>
<div>
<span>Query Budget</span>
<strong>{obs.remaining_query_budget} remaining</strong>
</div>
<div>
<span>Intervention Budget</span>
<strong>
{obs.remaining_intervention_budget} remaining
</strong>
</div>
</div>
{currentRisk !== undefined && baselineRisk !== undefined && (
<div className="risk-bar-wrap">
<div className="risk-labels">
<span>
Baseline Risk:{" "}
<strong>{Number(baselineRisk).toFixed(3)}</strong>
</span>
<span>
Current Risk:{" "}
<strong
className={
currentRisk < baselineRisk
? "risk-down"
: "risk-same"
}
>
{Number(currentRisk).toFixed(3)}
</strong>
</span>
</div>
<div className="risk-bar">
<div
className="risk-fill"
style={{
width: `${Math.min(currentRisk * 100, 100)}%`,
}}
/>
</div>
</div>
)}
{obs.conditions && obs.conditions.length > 0 && (
<div className="conditions-row">
<span className="conditions-label">Conditions:</span>
{obs.conditions.map((c) => (
<span key={c} className="condition-tag">
{c.replace(/_/g, " ")}
</span>
))}
</div>
)}
</>
) : (
<p className="muted">
Select a task difficulty and click <strong>Reset Episode</strong>{" "}
to begin a patient case.
</p>
)}
{noBudgetsLeft && !isDone && (
<div className="budget-note">
All budgets exhausted. Click <strong>Finish Review</strong> to
receive your final score.
</div>
)}
{isDone && (
<div className="budget-note done-note">
Episode complete
{finalScore !== null
? ` — Final score: ${(finalScore * 100).toFixed(1)}%`
: ""}
. Click <strong>Reset Episode</strong> to start a new case.
</div>
)}
</section>
{/* Action Console */}
<section className="panel glass" data-guide="action-console">
<h2>Action Console</h2>
<div className="action-row">
<label>Action Type</label>
<select
value={action.action_type}
onChange={(e) =>
setAction((a) => ({ ...a, action_type: e.target.value }))
}
>
{Object.entries(ACTION_LABELS).map(([val, label]) => (
<option key={val} value={val}>
{label}
</option>
))}
</select>
</div>
{action.action_type === "query_ddi" && (
<div className="stack stack-two">
<div className="field-group">
<label>Drug 1</label>
<select
value={action.drug_id_1}
onChange={(e) =>
setAction((a) => ({ ...a, drug_id_1: e.target.value }))
}
>
<option value="">Select drug</option>
{medIds.map((id) => (
<option key={id} value={id}>
{formatDrugName(id)}
</option>
))}
</select>
</div>
<div className="field-group">
<label>Drug 2</label>
<select
value={action.drug_id_2}
onChange={(e) =>
setAction((a) => ({ ...a, drug_id_2: e.target.value }))
}
>
<option value="">Select drug</option>
{medIds.map((id) => (
<option key={id} value={id}>
{formatDrugName(id)}
</option>
))}
</select>
</div>
</div>
)}
{action.action_type === "propose_intervention" && (
<div className="stack">
<div className="field-group">
<label>Target Drug</label>
<select
value={action.target_drug_id}
onChange={(e) =>
setAction((a) => ({
...a,
target_drug_id: e.target.value,
}))
}
>
<option value="">Select target drug</option>
{medIds.map((id) => (
<option key={id} value={id}>
{formatDrugName(id)}
</option>
))}
</select>
</div>
<div className="field-group">
<label>Intervention Type</label>
<select
value={action.intervention_type}
onChange={(e) =>
setAction((a) => ({
...a,
intervention_type: e.target.value,
}))
}
>
{Object.entries(INTERVENTION_LABELS).map(([val, label]) => (
<option key={val} value={val}>
{label}
</option>
))}
</select>
</div>
<div className="field-group">
<label>New Drug ID (optional, for substitution)</label>
<input
placeholder="Leave blank for auto-selection"
value={action.proposed_new_drug_id}
onChange={(e) =>
setAction((a) => ({
...a,
proposed_new_drug_id: e.target.value,
}))
}
/>
</div>
<div className="field-group">
<label>Rationale (optional)</label>
<input
placeholder="e.g., High bleeding risk with concurrent warfarin"
value={action.rationale}
onChange={(e) =>
setAction((a) => ({ ...a, rationale: e.target.value }))
}
/>
</div>
</div>
)}
<button
className="submit-btn"
onClick={() => handleStep()}
disabled={!isActionValid() || loading}
>
{noBudgetsLeft ? "Finish Review" : "Submit Step"}
</button>
</section>
{/* Current Medications */}
<section className="panel glass" data-guide="medications-panel">
<h2>
Current Medications
{obs?.current_medications?.length
? ` (${obs.current_medications.length})`
: ""}
</h2>
<div className="med-grid">
{(obs?.current_medications || []).map((m) => (
<div
key={m.drug_id}
className={`med-card ${m.is_high_risk_elderly ? "high-risk" : ""}`}
>
<div className="med-card-header">
<strong>{formatDrugName(m.drug_id)}</strong>
{m.is_high_risk_elderly && (
<span className="risk-badge">High Risk</span>
)}
</div>
<p className="med-generic">{m.generic_name}</p>
<div className="med-details">
<span>{m.dose_mg} mg</span>
<span className="med-atc">{m.atc_class}</span>
</div>
{m.beers_flags && m.beers_flags.length > 0 && (
<div className="beers-flags">
{m.beers_flags.map((f, i) => (
<span key={i} className="beers-tag">
{f}
</span>
))}
</div>
)}
</div>
))}
</div>
{(!obs?.current_medications ||
obs.current_medications.length === 0) && (
<p className="muted">No medications loaded. Reset an episode to begin.</p>
)}
</section>
{/* Interaction Queries & Interventions */}
{hasValidEpisode && (
<section className="panel glass panel-wide">
<div className="history-grid">
<div>
<h3>Drug Interaction Checks ({obs?.interaction_queries?.length || 0})</h3>
<div className="history-list">
{(obs?.interaction_queries || []).map((q, i) => (
<div
key={i}
className={`history-item severity-${q.severity}`}
>
<strong>
{formatDrugName(q.drug_id_1)} +{" "}
{formatDrugName(q.drug_id_2)}
</strong>
<span className={`severity-tag ${q.severity}`}>
{q.severity}
</span>
{q.recommendation && (
<p className="history-detail">
{q.recommendation.replace(/_/g, " ")}
</p>
)}
</div>
))}
{(!obs?.interaction_queries || obs.interaction_queries.length === 0) && (
<p className="muted">No queries yet.</p>
)}
</div>
</div>
<div>
<h3>Proposed Changes ({obs?.interventions?.length || 0})</h3>
<div className="history-list">
{(obs?.interventions || []).map((iv, i) => (
<div key={i} className="history-item intervention-item">
<strong>{formatDrugName(iv.target_drug_id)}</strong>
<span className="intervention-tag">
{INTERVENTION_LABELS[iv.action_type] || iv.action_type}
</span>
{iv.proposed_new_drug_id && (
<p className="history-detail">
Replaced with: {formatDrugName(iv.proposed_new_drug_id)}
</p>
)}
{iv.rationale && (
<p className="history-detail">{iv.rationale}</p>
)}
</div>
))}
{(!obs?.interventions || obs.interventions.length === 0) && (
<p className="muted">No interventions yet.</p>
)}
</div>
</div>
</div>
</section>
)}
{/* Event Log */}
<section className="panel glass panel-wide" data-guide="event-log">
<h2>Event Log</h2>
<div className="logs">
{log.length === 0 && (
<div className="log-empty">
Events will appear here as you interact with the environment.
</div>
)}
{log.map((line, idx) => (
<div key={idx}>{line}</div>
))}
</div>
</section>
</main>
<footer className="app-footer">
<p>
PolypharmacyEnv — Built with{" "}
<a
href="https://github.com/meta-pytorch/OpenEnv"
target="_blank"
rel="noopener noreferrer"
>
PyTorch OpenEnv
</a>{" "}
| Based on{" "}
<a
href="https://link.springer.com/chapter/10.1007/978-3-031-36938-4_5"
target="_blank"
rel="noopener noreferrer"
>
Neural Bandits for Polypharmacy
</a>{" "}
(Larouche et al.)
</p>
</footer>
</div>
</div>
);
}
|