Files
111/aicodes/module2_predictor/templates/index.html
2026-01-30 20:40:57 +08:00

533 lines
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HTML

<!DOCTYPE html>
<html lang="zh-CN">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>CardioAI - 心血管疾病智能预测</title>
<style>
* {
margin: 0;
padding: 0;
box-sizing: border-box;
}
body {
font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
min-height: 100vh;
padding: 20px;
}
.container {
max-width: 900px;
margin: 0 auto;
}
.header {
text-align: center;
color: white;
margin-bottom: 30px;
}
.header h1 {
font-size: 2.5rem;
margin-bottom: 10px;
text-shadow: 2px 2px 4px rgba(0,0,0,0.2);
}
.header p {
font-size: 1.1rem;
opacity: 0.9;
}
.card {
background: white;
border-radius: 20px;
padding: 30px;
box-shadow: 0 20px 60px rgba(0,0,0,0.3);
}
.form-grid {
display: grid;
grid-template-columns: repeat(auto-fit, minmax(250px, 1fr));
gap: 20px;
margin-bottom: 30px;
}
.form-group {
display: flex;
flex-direction: column;
}
.form-group label {
font-weight: 600;
color: #333;
margin-bottom: 8px;
font-size: 0.95rem;
}
.form-group input,
.form-group select {
padding: 12px 15px;
border: 2px solid #e0e0e0;
border-radius: 10px;
font-size: 1rem;
transition: all 0.3s ease;
}
.form-group input:focus,
.form-group select:focus {
outline: none;
border-color: #667eea;
box-shadow: 0 0 0 3px rgba(102, 126, 234, 0.1);
}
.form-group .hint {
font-size: 0.8rem;
color: #888;
margin-top: 5px;
}
.btn-container {
text-align: center;
margin-top: 30px;
}
.btn-predict {
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
color: white;
border: none;
padding: 15px 50px;
font-size: 1.1rem;
font-weight: 600;
border-radius: 50px;
cursor: pointer;
transition: all 0.3s ease;
box-shadow: 0 4px 15px rgba(102, 126, 234, 0.4);
}
.btn-predict:hover {
transform: translateY(-2px);
box-shadow: 0 6px 20px rgba(102, 126, 234, 0.6);
}
.btn-predict:disabled {
opacity: 0.6;
cursor: not-allowed;
transform: none;
}
.btn-reset {
background: #f0f0f0;
color: #333;
border: none;
padding: 15px 40px;
font-size: 1.1rem;
font-weight: 600;
border-radius: 50px;
cursor: pointer;
transition: all 0.3s ease;
margin-left: 15px;
}
.btn-reset:hover {
background: #e0e0e0;
}
.result-container {
margin-top: 30px;
padding: 25px;
border-radius: 15px;
display: none;
animation: slideIn 0.5s ease;
}
@keyframes slideIn {
from {
opacity: 0;
transform: translateY(20px);
}
to {
opacity: 1;
transform: translateY(0);
}
}
.result-container.low-risk {
background: linear-gradient(135deg, #d4fc79 0%, #96e6a1 100%);
}
.result-container.medium-risk {
background: linear-gradient(135deg, #ffeaa7 0%, #fdcb6e 100%);
}
.result-container.high-risk {
background: linear-gradient(135deg, #fab1a0 0%, #e17055 100%);
}
.result-container.very-high-risk {
background: linear-gradient(135deg, #ff7675 0%, #d63031 100%);
color: white;
}
.result-header {
text-align: center;
margin-bottom: 20px;
}
.result-header h2 {
font-size: 1.8rem;
margin-bottom: 10px;
}
.result-stats {
display: grid;
grid-template-columns: repeat(3, 1fr);
gap: 20px;
text-align: center;
}
.stat-box {
background: rgba(255,255,255,0.3);
padding: 15px;
border-radius: 10px;
}
.stat-box .label {
font-size: 0.9rem;
opacity: 0.8;
margin-bottom: 5px;
}
.stat-box .value {
font-size: 1.5rem;
font-weight: 700;
}
.probability-bar {
margin-top: 20px;
}
.probability-bar .bar-bg {
background: rgba(255,255,255,0.3);
height: 20px;
border-radius: 10px;
overflow: hidden;
}
.probability-bar .bar-fill {
height: 100%;
background: rgba(0,0,0,0.2);
border-radius: 10px;
transition: width 1s ease;
}
.probability-bar .label {
text-align: center;
margin-top: 8px;
font-weight: 600;
}
.loading {
display: none;
text-align: center;
padding: 20px;
}
.spinner {
border: 4px solid #f3f3f3;
border-top: 4px solid #667eea;
border-radius: 50%;
width: 40px;
height: 40px;
animation: spin 1s linear infinite;
margin: 0 auto;
}
@keyframes spin {
0% { transform: rotate(0deg); }
100% { transform: rotate(360deg); }
}
.error-message {
background: #ff7675;
color: white;
padding: 15px;
border-radius: 10px;
margin-top: 20px;
display: none;
}
@media (max-width: 600px) {
.header h1 {
font-size: 1.8rem;
}
.form-grid {
grid-template-columns: 1fr;
}
.result-stats {
grid-template-columns: 1fr;
}
}
</style>
</head>
<body>
<div class="container">
<div class="header">
<h1>❤️ CardioAI</h1>
<p>心血管疾病智能预测系统</p>
</div>
<div class="card">
<form id="predictionForm">
<div class="form-grid">
<!-- 年龄 -->
<div class="form-group">
<label for="age_years">年龄 (岁)</label>
<input type="number" id="age_years" name="age_years"
min="1" max="120" value="45" required>
<span class="hint">请输入您的年龄</span>
</div>
<!-- 性别 -->
<div class="form-group">
<label for="gender">性别</label>
<select id="gender" name="gender" required>
<option value="1">女性</option>
<option value="2">男性</option>
</select>
</div>
<!-- 身高 -->
<div class="form-group">
<label for="height">身高 (cm)</label>
<input type="number" id="height" name="height"
min="100" max="250" value="165" required>
<span class="hint">范围: 100-250 cm</span>
</div>
<!-- 体重 -->
<div class="form-group">
<label for="weight">体重 (kg)</label>
<input type="number" id="weight" name="weight"
min="30" max="200" value="65" required>
<span class="hint">范围: 30-200 kg</span>
</div>
<!-- 收缩压 -->
<div class="form-group">
<label for="ap_hi">收缩压 (mmHg)</label>
<input type="number" id="ap_hi" name="ap_hi"
min="90" max="250" value="120" required>
<span class="hint">范围: 90-250 mmHg</span>
</div>
<!-- 舒张压 -->
<div class="form-group">
<label for="ap_lo">舒张压 (mmHg)</label>
<input type="number" id="ap_lo" name="ap_lo"
min="60" max="150" value="80" required>
<span class="hint">范围: 60-150 mmHg</span>
</div>
<!-- 胆固醇 -->
<div class="form-group">
<label for="cholesterol">胆固醇水平</label>
<select id="cholesterol" name="cholesterol" required>
<option value="1">正常</option>
<option value="2">高于正常</option>
<option value="3">远高于正常</option>
</select>
</div>
<!-- 血糖 -->
<div class="form-group">
<label for="gluc">血糖水平</label>
<select id="gluc" name="gluc" required>
<option value="1">正常</option>
<option value="2">高于正常</option>
<option value="3">远高于正常</option>
</select>
</div>
<!-- 吸烟 -->
<div class="form-group">
<label for="smoke">是否吸烟</label>
<select id="smoke" name="smoke" required>
<option value="0">不吸烟</option>
<option value="1">吸烟</option>
</select>
</div>
<!-- 饮酒 -->
<div class="form-group">
<label for="alco">是否饮酒</label>
<select id="alco" name="alco" required>
<option value="0">不饮酒</option>
<option value="1">饮酒</option>
</select>
</div>
<!-- 运动 -->
<div class="form-group">
<label for="active">是否运动</label>
<select id="active" name="active" required>
<option value="0">不运动</option>
<option value="1">运动</option>
</select>
</div>
</div>
<div class="btn-container">
<button type="submit" class="btn-predict" id="predictBtn">
🔍 开始预测
</button>
<button type="button" class="btn-reset" onclick="resetForm()">
🔄 重置
</button>
</div>
</form>
<!-- 加载动画 -->
<div class="loading" id="loading">
<div class="spinner"></div>
<p style="margin-top: 15px; color: #666;">正在分析您的健康数据...</p>
</div>
<!-- 错误消息 -->
<div class="error-message" id="errorMessage"></div>
<!-- 结果展示 -->
<div class="result-container" id="resultContainer">
<div class="result-header">
<h2 id="resultTitle">预测结果</h2>
<p id="riskLevel" style="font-size: 1.2rem; font-weight: 600;"></p>
</div>
<div class="result-stats">
<div class="stat-box">
<div class="label">预测结果</div>
<div class="value" id="predictionResult">-</div>
</div>
<div class="stat-box">
<div class="label">疾病概率</div>
<div class="value" id="probabilityValue">-</div>
</div>
<div class="stat-box">
<div class="label">风险等级</div>
<div class="value" id="riskLevelValue">-</div>
</div>
</div>
<div class="probability-bar">
<div class="bar-bg">
<div class="bar-fill" id="probabilityBar"></div>
</div>
<div class="label" id="probabilityLabel">疾病风险概率</div>
</div>
</div>
</div>
<div style="text-align: center; margin-top: 20px; color: white; opacity: 0.8;">
<p>⚠️ 本预测结果仅供参考,不能替代专业医疗诊断</p>
</div>
</div>
<script>
const form = document.getElementById('predictionForm');
const loading = document.getElementById('loading');
const resultContainer = document.getElementById('resultContainer');
const errorMessage = document.getElementById('errorMessage');
const predictBtn = document.getElementById('predictBtn');
form.addEventListener('submit', async (e) => {
e.preventDefault();
// 获取表单数据
const formData = new FormData(form);
const data = Object.fromEntries(formData.entries());
// 验证血压数据
if (parseInt(data.ap_lo) >= parseInt(data.ap_hi)) {
showError('舒张压不能大于或等于收缩压,请检查输入!');
return;
}
// 显示加载动画
loading.style.display = 'block';
resultContainer.style.display = 'none';
errorMessage.style.display = 'none';
predictBtn.disabled = true;
try {
const response = await fetch('/predict_cardio', {
method: 'POST',
headers: {
'Content-Type': 'application/json'
},
body: JSON.stringify(data)
});
const result = await response.json();
if (result.error) {
showError(result.error);
} else {
displayResult(result);
}
} catch (error) {
showError('网络错误,请确保服务已启动');
console.error('Error:', error);
} finally {
loading.style.display = 'none';
predictBtn.disabled = false;
}
});
function displayResult(result) {
const probability = result.probability * 100;
const prediction = result.prediction === 1 ? '有疾病风险' : '无疾病风险';
// 设置预测结果
document.getElementById('predictionResult').textContent = prediction;
document.getElementById('probabilityValue').textContent = probability.toFixed(1) + '%';
document.getElementById('riskLevelValue').textContent = result.risk_level;
document.getElementById('riskLevel').textContent = result.risk_level;
// 设置概率条
const bar = document.getElementById('probabilityBar');
setTimeout(() => {
bar.style.width = probability + '%';
}, 100);
// 根据风险等级设置样式
resultContainer.className = 'result-container';
if (result.risk_level === '低风险') {
resultContainer.classList.add('low-risk');
} else if (result.risk_level === '中等风险') {
resultContainer.classList.add('medium-risk');
} else if (result.risk_level === '高风险') {
resultContainer.classList.add('high-risk');
} else {
resultContainer.classList.add('very-high-risk');
}
// 显示结果
resultContainer.style.display = 'block';
}
function showError(message) {
errorMessage.textContent = message;
errorMessage.style.display = 'block';
}
function resetForm() {
form.reset();
resultContainer.style.display = 'none';
errorMessage.style.display = 'none';
document.getElementById('probabilityBar').style.width = '0%';
}
</script>
</body>
</html>