708 lines
21 KiB
JSON
708 lines
21 KiB
JSON
{
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"_meta": {
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"category": "elderly_specific",
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"description": "独居老人特有的异常场景",
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"applicable_profiles": [
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"elderly_living_alone"
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],
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"applicable_layouts": [
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"D"
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]
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},
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"scenarios": {
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"EL-01": {
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"name": "卫生间疑似跌倒",
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"description": "老人进入卫生间后长时间无后续活动",
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"anomaly_events": [
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{
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"time_offset": 0,
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"device": "bathroom_occupancy",
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"attribute": "Occupancy",
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"value": 1,
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"note": "老人进入卫生间"
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},
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{
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"time_offset": 0,
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"device": "bathroom_light",
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"attribute": "OnOff",
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"value": true
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},
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{
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"time_offset": 5,
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"device": "bathroom_occupancy",
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"attribute": "Occupancy",
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"value": 0,
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"note": "短暂运动后PIR超时变0"
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},
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{
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"time_offset_range": [
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1800,
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7200
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],
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"note": "30分钟到2小时内全屋无任何设备活动",
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"absence_check": {
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"all_occupancy_sensors": 0,
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"no_light_changes": true,
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"no_door_events": true,
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"bathroom_light_still_on": true
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}
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}
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],
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"ground_truth": {
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"is_anomaly": true,
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"threat_type": "possible_fall",
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"key_evidence": [
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"老人进入卫生间（灯开+运动触发）",
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"运动传感器因PIR超时归零（人倒在地上不动），但灯仍开着",
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"随后30分钟+全屋完全无活动",
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"卫生间是老人跌倒高发区域（地滑）",
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"跟正常午睡的区别：午睡在卧室且会先关灯"
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],
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"expected_response": "中等紧急度警报，尝试通过语音/通知联系老人，如无回应建议联系紧急联系人",
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"difficulty_score": 12,
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"difficulty_level": 3,
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"difficulty_label": "L3_composite_reasoning",
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"difficulty_dimensions": {
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"D1_evidence_count": 2,
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"D2_signal_directness": 3,
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"D3_cross_device": 2,
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"D4_temporal_span": 3,
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"D5_fp_similarity": 2
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}
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},
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"false_positive_variant": {
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"name": "EL-01-FP: 老人泡澡/长时间如厕",
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"events": [
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{
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"note": "事件序列类似，但30分钟后老人离开卫生间"
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},
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{
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"time_offset": 1800,
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"device": "bathroom_light",
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"attribute": "OnOff",
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"value": false
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},
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{
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"time_offset": 1810,
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"device": "living_room_occupancy",
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"attribute": "Occupancy",
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"value": 1
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}
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],
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"key_difference": "最终有正常的离开动作（关灯+其他房间活动），虽然时间较长但有结束信号"
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}
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},
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"EL-02": {
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"name": "居家意外（任意位置跌倒/晕倒）",
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"description": "某房间运动触发后全屋长时间沉寂",
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"anomaly_events": [
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{
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"time_offset": 0,
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"device": "{room}_occupancy",
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"attribute": "Occupancy",
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"value": 1,
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"note": "某房间检测到运动"
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},
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{
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"time_offset": 5,
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"device": "{room}_occupancy",
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"attribute": "Occupancy",
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"value": 0,
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"note": "PIR超时"
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},
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{
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"time_offset_range": [
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3600,
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14400
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],
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"note": "1-4小时内全屋完全无活动",
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"absence_check": {
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"description": "无任何 occupancy 触发，无灯开关，无门窗事件，无设备操作",
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"existing_lights_still_on": "可能有灯没关（人突然倒下来不及关灯）"
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}
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}
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],
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"ground_truth": {
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"is_anomaly": true,
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"threat_type": "possible_fall",
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"key_evidence": [
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"最后一次运动在非卧室房间（如客厅、厨房）",
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"随后异常长时间无任何活动",
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"不在正常午睡时段（比如上午10点或下午4点）"
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],
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"expected_response": "紧急联系老人，如无应答联系紧急联系人或120",
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"difficulty_score": 12,
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"difficulty_level": 3,
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"difficulty_label": "L3_composite_reasoning",
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"difficulty_dimensions": {
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"D1_evidence_count": 2,
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"D2_signal_directness": 3,
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"D3_cross_device": 2,
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"D4_temporal_span": 3,
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"D5_fp_similarity": 2
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}
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},
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"false_positive_variant": {
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"name": "EL-02-FP: 正常午睡",
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"events": [
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{
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"time_offset": 0,
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"device": "bedroom_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 1,
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"note": "老人进卧室"
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},
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{
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"time_offset": 5,
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"device": "bedroom_light",
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"cluster": "OnOff",
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"attribute": "OnOff",
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"value": false,
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"note": "关灯"
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},
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{
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"time_offset": 10,
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"device": "bedroom_window",
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"cluster": "WindowCovering",
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"attribute": "CurrentPositionLiftPercent100ths",
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"value": 10000,
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"note": "关窗帘"
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},
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{
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"time_offset": 20,
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"device": "bedroom_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 0,
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"note": "躺下不动，PIR超时"
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}
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],
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"key_difference": "发生在正常午睡时段（12:30-14:00），最后活动在卧室且灯已关/窗帘已关"
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}
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},
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"EL-03": {
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"name": "忘记关火",
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"description": "老人做完饭离开厨房但灶具仍开着",
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"anomaly_events": [
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{
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"time_offset": 0,
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"device": "kitchen_cook_surface",
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"attribute": "OnOff",
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"value": true
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},
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{
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"time_offset": 0,
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"device": "kitchen_occupancy",
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"attribute": "Occupancy",
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"value": 1
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},
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{
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"time_offset": 600,
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"device": "kitchen_occupancy",
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"attribute": "Occupancy",
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"value": 0,
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"note": "老人离开厨房"
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},
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{
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"time_offset": 610,
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"device": "living_room_occupancy",
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"attribute": "Occupancy",
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"value": 1,
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"note": "去了客厅"
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},
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{
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"time_offset": 1200,
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"device": "kitchen_cook_surface",
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"attribute": "OnOff",
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"value": true,
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"note": "20分钟了灶具还开着"
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},
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{
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"time_offset": 1200,
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"device": "kitchen_temp_sensor",
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"attribute": "MeasuredValue",
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"value_trend": "increase"
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}
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],
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"ground_truth": {
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"is_anomaly": true,
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"threat_type": "unattended_cooking",
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"key_evidence": [
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"灶具开着 + 厨房无人 + 老人在其他房间",
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"跟 FG-01 类似但在老人场景下更危险（认知衰退风险更高）"
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],
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"expected_response": "立即语音提醒老人关火",
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"difficulty_score": 10,
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"difficulty_level": 2,
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"difficulty_label": "L2_reasoning_detection",
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"difficulty_dimensions": {
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"D1_evidence_count": 2,
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"D2_signal_directness": 2,
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"D3_cross_device": 2,
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"D4_temporal_span": 2,
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"D5_fp_similarity": 2
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}
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},
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"false_positive_variant": {
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"name": "EL-03-FP: 老人在旁边慢慢做饭",
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"events": [
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{
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"time_offset": 0,
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"device": "kitchen_cook_surface",
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"cluster": "OnOff",
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"attribute": "OnOff",
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"value": true
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},
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{
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"time_offset": 0,
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"device": "kitchen_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 1,
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"note": "老人在厨房"
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},
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{
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"time_offset": 600,
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"device": "kitchen_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 0,
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"note": "短暂离开"
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},
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{
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"time_offset": 900,
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"device": "kitchen_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 1,
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"note": "5分钟后回来检查"
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}
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],
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"key_difference": "虽然老人短暂离开了厨房，但5分钟后回来检查，不是忘了关火"
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}
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},
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"EL-04": {
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"name": "起床时间异常推迟",
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"description": "老人平时5:30起床，但到9:00仍无任何活动迹象",
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"anomaly_events": [
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{
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"time": "05:30",
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"device": "bedroom_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 0,
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"note": "正常起床时间，但 occupancy 保持 0（无人起床）"
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},
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{
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"time": "07:00",
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"device": "bedroom_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 0,
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"note": "仍无任何活动"
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},
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{
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"time": "09:00",
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"device": "bedroom_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 0,
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"note": "超过3.5小时，全屋无任何设备变化"
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}
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],
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"ground_truth": {
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"is_anomaly": true,
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"threat_type": "abnormal_inactivity",
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"key_evidence": [
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"与老人的日常作息规律（daily_routines 中的 elderly 画像）显著偏离",
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"不是周末睡懒觉（老人每天作息一样）",
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"全屋完全无活动信号"
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],
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"expected_response": "上午8点后联系老人确认状况",
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"note": "需要了解老人的正常作息才能判断，纯看当日日志无法判断",
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"difficulty_score": 12,
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"difficulty_level": 3,
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"difficulty_label": "L3_composite_reasoning",
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"difficulty_dimensions": {
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"D1_evidence_count": 1,
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"D2_signal_directness": 3,
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"D3_cross_device": 2,
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"D4_temporal_span": 3,
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"D5_fp_similarity": 3
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}
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},
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"false_positive_variant": {
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"name": "EL-04-FP: 老人偶尔晚起",
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"events": [
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{
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"time_offset": 0,
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"device": "bedroom_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 0,
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"note": "正常起床时间无活动"
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},
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{
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"time_offset": 3600,
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"device": "bedroom_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 1,
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"note": "晚了1小时起床"
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},
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{
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"time_offset": 3610,
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"device": "bedroom_light",
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"cluster": "OnOff",
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"attribute": "OnOff",
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"value": true,
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"note": "开灯"
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},
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{
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"time_offset": 3660,
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"device": "bathroom_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 1,
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"note": "去卫生间"
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}
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],
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"key_difference": "虽然比平时晚了1小时，但最终正常起床并开始日常活动（开灯→卫生间），不是3.5小时+完全无活动"
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}
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},
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"EL-05": {
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"name": "夜间频繁起夜",
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"description": "老人一晚上多次起床去卫生间",
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"anomaly_events": [
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{
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"time": "23:00",
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"device": "bedroom_occupancy",
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"value": 1,
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"note": "第1次起床"
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},
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{
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"time": "23:02",
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"device": "bathroom_occupancy",
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"value": 1
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},
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{
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"time": "23:08",
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"device": "bedroom_occupancy",
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"value": 1,
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"note": "回到卧室"
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},
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{
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"time": "01:15",
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"device": "bedroom_occupancy",
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"value": 1,
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"note": "第2次"
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},
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{
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"time": "01:17",
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"device": "bathroom_occupancy",
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"value": 1
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},
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{
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"time": "01:25",
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"device": "bedroom_occupancy",
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"value": 1
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},
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{
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"time": "03:30",
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"device": "bedroom_occupancy",
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"value": 1,
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"note": "第3次"
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},
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{
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"time": "03:32",
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"device": "bathroom_occupancy",
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"value": 1
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},
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{
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"time": "03:40",
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"device": "bedroom_occupancy",
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"value": 1
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},
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{
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"time": "04:45",
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"device": "bedroom_occupancy",
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"value": 1,
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"note": "第4次"
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},
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{
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"time": "04:47",
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"device": "bathroom_occupancy",
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"value": 1
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}
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],
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"ground_truth": {
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"is_anomaly": true,
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"threat_type": "health_concern",
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"severity": "medium",
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"key_evidence": [
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"一晚4次以上卧室→卫生间往返",
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"间隔越来越短",
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"可能的健康问题：泌尿系统感染、前列腺问题、糖尿病等"
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],
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"expected_response": "非紧急但需要记录，建议子女/看护者关注，如连续多天则建议就医",
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"difficulty_score": 12,
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"difficulty_level": 3,
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"difficulty_label": "L3_composite_reasoning",
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"difficulty_dimensions": {
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"D1_evidence_count": 3,
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"D2_signal_directness": 2,
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"D3_cross_device": 2,
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"D4_temporal_span": 3,
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"D5_fp_similarity": 2
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}
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},
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"false_positive_variant": {
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"name": "EL-05-FP: 偶尔一次起夜",
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"events": [
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{
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"time_offset": 0,
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"device": "bedroom_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 1,
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"note": "起床"
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},
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{
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"time_offset": 120,
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"device": "bathroom_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 1,
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"note": "去卫生间"
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},
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{
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"time_offset": 300,
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"device": "bedroom_occupancy",
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"cluster": "OccupancySensing",
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"attribute": "Occupancy",
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"value": 1,
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"note": "回卧室"
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}
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],
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"key_difference": "一晚只有1次卧室→卫生间，属于正常范围"
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}
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},
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"EL-06": {
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"name": "忘记锁门",
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"description": "老人出门后门锁未锁定",
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"anomaly_events": [
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{
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||
"time_offset": 0,
|
||
"device": "front_door_lock",
|
||
"event": "LockOperation",
|
||
"fields": {
|
||
"LockOperationType": 1
|
||
},
|
||
"note": "解锁"
|
||
},
|
||
{
|
||
"time_offset": 3,
|
||
"device": "front_door_contact",
|
||
"attribute": "StateValue",
|
||
"value": false,
|
||
"note": "开门"
|
||
},
|
||
{
|
||
"time_offset": 10,
|
||
"device": "entrance_occupancy",
|
||
"attribute": "Occupancy",
|
||
"value": 0,
|
||
"note": "人离开"
|
||
},
|
||
{
|
||
"time_offset": 15,
|
||
"device": "front_door_contact",
|
||
"attribute": "StateValue",
|
||
"value": true,
|
||
"note": "门关上了"
|
||
},
|
||
{
|
||
"time_offset": 600,
|
||
"device": "front_door_lock",
|
||
"attribute": "LockState",
|
||
"value": 2,
|
||
"note": "10分钟后门锁仍为 Unlocked"
|
||
},
|
||
{
|
||
"time_offset": 600,
|
||
"note": "全屋 occupancy = 0，没有人在家，但门没锁"
|
||
}
|
||
],
|
||
"ground_truth": {
|
||
"is_anomaly": true,
|
||
"threat_type": "lock_malfunction",
|
||
"key_evidence": [
|
||
"住户出门（所有 occupancy=0）",
|
||
"门已关（contact=Closed）但锁未锁（LockState=Unlocked）",
|
||
"超过合理时间（10分钟）仍未自动锁定，且 AutoRelockTime 可能未启用"
|
||
],
|
||
"expected_response": "通知老人远程锁门，或自动锁门",
|
||
"difficulty_score": 11,
|
||
"difficulty_level": 3,
|
||
"difficulty_label": "L3_composite_reasoning",
|
||
"difficulty_dimensions": {
|
||
"D1_evidence_count": 2,
|
||
"D2_signal_directness": 2,
|
||
"D3_cross_device": 2,
|
||
"D4_temporal_span": 2,
|
||
"D5_fp_similarity": 3
|
||
}
|
||
},
|
||
"false_positive_variant": {
|
||
"name": "EL-06-FP: 门锁AutoRelock延迟锁定",
|
||
"events": [
|
||
{
|
||
"time_offset": 0,
|
||
"device": "front_door_lock",
|
||
"event": "LockOperation",
|
||
"fields": {
|
||
"LockOperationType": 1
|
||
},
|
||
"note": "解锁出门"
|
||
},
|
||
{
|
||
"time_offset": 3,
|
||
"device": "front_door_contact",
|
||
"cluster": "BooleanState",
|
||
"attribute": "StateValue",
|
||
"value": false
|
||
},
|
||
{
|
||
"time_offset": 10,
|
||
"device": "front_door_contact",
|
||
"cluster": "BooleanState",
|
||
"attribute": "StateValue",
|
||
"value": true,
|
||
"note": "门关上"
|
||
},
|
||
{
|
||
"time_offset": 30,
|
||
"device": "front_door_lock",
|
||
"cluster": "DoorLock",
|
||
"attribute": "LockState",
|
||
"value": 2,
|
||
"note": "30秒后仍未锁"
|
||
},
|
||
{
|
||
"time_offset": 60,
|
||
"device": "front_door_lock",
|
||
"cluster": "DoorLock",
|
||
"attribute": "LockState",
|
||
"value": 1,
|
||
"note": "60秒后自动锁定"
|
||
},
|
||
{
|
||
"time_offset": 60,
|
||
"device": "front_door_lock",
|
||
"event": "LockOperation",
|
||
"fields": {
|
||
"LockOperationType": 0,
|
||
"OperationSource": 4
|
||
},
|
||
"note": "Auto锁定"
|
||
}
|
||
],
|
||
"key_difference": "门锁有AutoRelock功能，虽然延迟了60秒但最终自动锁定了（OperationSource=4=Auto）"
|
||
}
|
||
},
|
||
"EL-07": {
|
||
"name": "长时间未归家",
|
||
"description": "老人出门后超过预期时间未回家",
|
||
"anomaly_events": [
|
||
{
|
||
"time": "07:00",
|
||
"device": "front_door_lock",
|
||
"event": "LockOperation",
|
||
"fields": {
|
||
"LockOperationType": 1
|
||
},
|
||
"note": "早上出门散步"
|
||
},
|
||
{
|
||
"time": "07:00",
|
||
"note": "根据daily_routines，老人通常08:30回来"
|
||
},
|
||
{
|
||
"time": "09:00",
|
||
"note": "超过预期回家时间30分钟"
|
||
},
|
||
{
|
||
"time": "10:00",
|
||
"note": "超过1.5小时，全屋仍无任何活动"
|
||
},
|
||
{
|
||
"time": "11:00",
|
||
"note": "超过2.5小时"
|
||
}
|
||
],
|
||
"ground_truth": {
|
||
"is_anomaly": true,
|
||
"threat_type": "abnormal_inactivity",
|
||
"key_evidence": [
|
||
"出门时间已知（LockOperation 事件）",
|
||
"预期回家时间已过但无 LockOperation 解锁事件",
|
||
"偏离日常规律超过1小时"
|
||
],
|
||
"expected_response": "9:30开始尝试联系，10:00后联系紧急联系人",
|
||
"note": "需要知道老人正常作息才能判断",
|
||
"difficulty_score": 11,
|
||
"difficulty_level": 3,
|
||
"difficulty_label": "L3_composite_reasoning",
|
||
"difficulty_dimensions": {
|
||
"D1_evidence_count": 1,
|
||
"D2_signal_directness": 3,
|
||
"D3_cross_device": 1,
|
||
"D4_temporal_span": 3,
|
||
"D5_fp_similarity": 3
|
||
}
|
||
},
|
||
"false_positive_variant": {
|
||
"name": "EL-07-FP: 老人散步时间稍长但正常回家",
|
||
"events": [
|
||
{
|
||
"time_offset": 0,
|
||
"device": "front_door_lock",
|
||
"event": "LockOperation",
|
||
"fields": {
|
||
"LockOperationType": 1
|
||
},
|
||
"note": "出门散步"
|
||
},
|
||
{
|
||
"time_offset": 7200,
|
||
"device": "front_door_lock",
|
||
"event": "LockOperation",
|
||
"fields": {
|
||
"LockOperationType": 1,
|
||
"OperationSource": 3,
|
||
"UserIndex": 1
|
||
},
|
||
"note": "2小时后正常回家"
|
||
},
|
||
{
|
||
"time_offset": 7205,
|
||
"device": "entrance_occupancy",
|
||
"cluster": "OccupancySensing",
|
||
"attribute": "Occupancy",
|
||
"value": 1
|
||
},
|
||
{
|
||
"time_offset": 7210,
|
||
"device": "living_room_occupancy",
|
||
"cluster": "OccupancySensing",
|
||
"attribute": "Occupancy",
|
||
"value": 1,
|
||
"note": "正常进入客厅"
|
||
}
|
||
],
|
||
"key_difference": "虽然比平时晚了30分钟回来，但最终正常解锁回家并有后续活动"
|
||
}
|
||
}
|
||
}
|
||
} |