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43c025e0607a085248b80a95b6c5b8cf15fbf869
novelty-seeking/experiments/assessment/data/assessment_items.json
gbanyan 43c025e060 feat: Add experiments framework and novelty-driven agent loop 
- Add complete experiments directory with pilot study infrastructure
  - 5 experimental conditions (direct, expert-only, attribute-only, full-pipeline, random-perspective)
  - Human assessment tool with React frontend and FastAPI backend
  - AUT flexibility analysis with jump signal detection
  - Result visualization and metrics computation

- Add novelty-driven agent loop module (experiments/novelty_loop/)
  - NoveltyDrivenTaskAgent with expert perspective perturbation
  - Three termination strategies: breakthrough, exhaust, coverage
  - Interactive CLI demo with colored output
  - Embedding-based novelty scoring

- Add DDC knowledge domain classification data (en/zh)
- Add CLAUDE.md project documentation
- Update research report with experiment findings

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-20 10:16:21 +08:00

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{
"experiment_id": "20260119_165650",
"queries": [
{
"query_id": "A1",
"query_text": "Chair",
"category": "everyday",
"ideas": [
{
"idea_id": "A1_I039",
"text": "A chair that transforms into a floating cloud-like structure, offering a unique resting experience by mimicking the sensation of weightlessness and comfort through adaptive cushioning technology.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Resting"
}
},
{
"idea_id": "A1_I007",
"text": "Chair with adaptive cushioning that changes firmness based on user weight and posture.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "A1_I030",
"text": "Develop a lightweight, durable chair made from recycled materials to reduce environmental impact and support sustainable transportation practices.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Train Operator",
"keyword": ""
}
},
{
"idea_id": "A1_I043",
"text": "Interactive public chairs with built-in sensors that adapt seating based on visitor flow, offering personalized comfort and promoting social distancing through real-time occupancy feedback.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Public places visitors"
}
},
{
"idea_id": "A1_I024",
"text": "Modular Interlocking Chair: Combines interlocking components for easy assembly and disassembly, mimicking the principles of structural frameworks in architecture.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Structural Engineer",
"keyword": ""
}
},
{
"idea_id": "A1_I108",
"text": "An elephant-themed chair with a seat made from recycled materials, symbolizing the animal's role in environmental conservation, and featuring a subtle trunk-shaped backrest for added comfort.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "elephant",
"keyword": "elephant"
}
},
{
"idea_id": "A1_I006",
"text": "Chair with kinetic energy harvesting to power small electronics while users sit.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "A1_I044",
"text": "Create a modular chair frame using interlocking steel rings, allowing users to customize and reinforce the structure for enhanced sturdiness without compromising design flexibility.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Sturdy structure"
}
},
{
"idea_id": "A1_I059",
"text": "Chair transforms breaktime ambiance with adaptive lighting, ambient sounds, and ergonomic design, creating a rejuvenating oasis for guests between events.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Wedding Planner",
"keyword": "breaktime ambiance"
}
},
{
"idea_id": "A1_I026",
"text": "Integrate ergonomic seating with adjustable lumbar support for long-haul train travel, optimizing comfort and reducing fatigue during extended journeys.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Train Operator",
"keyword": ""
}
},
{
"idea_id": "A1_I074",
"text": "Transform chairs into interactive learning hubs with embedded sensors, projecting historical facts and ergonomic tips, blending comfort with curiosity-driven education in public spaces.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Food Critic",
"keyword": "educational engagement"
}
},
{
"idea_id": "A1_I036",
"text": "A chair with a dynamic weight-support system that adjusts its base width in real-time, providing stability and preventing tipping even when users shift their weight unexpectedly.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Supporting weight"
}
},
{
"idea_id": "A1_I095",
"text": "A self-regulating chair that adjusts to body heat, inspired by how organisms adapt to their environment for comfort and energy efficiency.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "organic",
"keyword": "organic"
}
},
{
"idea_id": "A1_I094",
"text": "Chairs shaped like tree roots, using sustainable materials and mimicking natural growth patterns for a grounded, earthy feel.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "organic",
"keyword": "organic"
}
},
{
"idea_id": "A1_I067",
"text": "Chair transforms into an interactive guest engagement hub, featuring QR codes for personalized messages, photo booths, and real-time feedback, fostering connection and memorable experiences.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Wedding Planner",
"keyword": "guest engagement strategy"
}
},
{
"idea_id": "A1_I009",
"text": "Chair with integrated smart home controls for lighting, temperature, and entertainment.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "A1_I005",
"text": "Solar-powered chair with built-in battery for charging devices and ambient lighting.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "A1_I055",
"text": "Chair transforms into a dynamic seating solution with Seating Dynamics, adapting to user preferences and space constraints for personalized comfort and functional flexibility.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Wedding Planner",
"keyword": "Seating Dynamics"
}
},
{
"idea_id": "A1_I103",
"text": "A chair powered by kinetic energy, converting the user's movements into electricity to power the chair and contribute to a sustainable energy grid.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "futuristic",
"keyword": "futuristic"
}
},
{
"idea_id": "A1_I027",
"text": "Design a modular chair that can be reconfigured for different train car configurations, enhancing space efficiency and adaptability in transit environments.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Train Operator",
"keyword": ""
}
}
],
"idea_count": 20
},
{
"query_id": "A5",
"query_text": "Bicycle",
"category": "everyday",
"ideas": [
{
"idea_id": "A5_I044",
"text": "Create a student-led bicycle recycling program where teens design upcycled bike parts into art installations, promoting sustainability and fostering a sense of ownership in eco-friendly transportation.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Students"
}
},
{
"idea_id": "A5_I005",
"text": "Bike Helmet with Heads-Up Display and Safety Sensors",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "A5_I084",
"text": "Bicycle weather window optimization: Use real-time weather data to predict ideal riding windows, enhancing safety, efficiency, and enjoyment by aligning rides with favorable conditions.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Meteorologist",
"keyword": "weather window"
}
},
{
"idea_id": "A5_I031",
"text": "Create a performance art event where audiences ride bicycles through a choreographed path to experience a story through movement.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Actor",
"keyword": ""
}
},
{
"idea_id": "A5_I038",
"text": "Develop a bike-sharing system with AI-powered route optimization, dynamically adjusting bike distribution based on real-time demand to enhance urban mobility and reduce traffic congestion.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Transportation"
}
},
{
"idea_id": "A5_I099",
"text": "EchoRide: A bicycle with a smart system that echoes the rider's movements to nearby bikes, creating a synchronized echo of motion.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "echo",
"keyword": "echo"
}
},
{
"idea_id": "A5_I077",
"text": "Kickstart your day with a morning rush detox: ride your bicycle through urban landscapes, blending physical exercise with mindfulness, breathing in fresh air and exhaling stress, reviving your body and mind for the day ahead.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Content Creator",
"keyword": "morning rush detox"
}
},
{
"idea_id": "A5_I012",
"text": "Bicycle with Integrated Water Bottle Holder and Insulated Compartment",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "A5_I041",
"text": "Introduce a bike-sharing program with docking stations near office buildings, offering discounted rates for daily commuters to reduce traffic and promote eco-friendly travel.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Commute to work"
}
},
{
"idea_id": "A5_I043",
"text": "Develop a modular touring bike frame that adapts to different terrains via interchangeable components, allowing riders to switch between mountain, road, and gravel configurations on the fly for versatile long-distance adventures.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Touring"
}
},
{
"idea_id": "A5_I098",
"text": "EchoMirror: A bicycle mirror that uses sound waves to create an echo of the surroundings, helping riders navigate without turning their head.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "echo",
"keyword": "echo"
}
},
{
"idea_id": "A5_I018",
"text": "Bike with Automatic Gear Shifting Based on Speed and Terrain",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "A5_I014",
"text": "Bicycle with Built-In USB Ports and Wireless Charging Stations",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "A5_I025",
"text": "Incorporate a musical interface on the handlebars, allowing riders to compose melodies by adjusting gears and cadence.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Composer",
"keyword": ""
}
},
{
"idea_id": "A5_I104",
"text": "Molten Gear System: A gear mechanism that mimics liquid viscosity, allowing for seamless, fluid gear transitions and enhanced pedaling efficiency.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "liquid",
"keyword": "liquid"
}
},
{
"idea_id": "A5_I033",
"text": "Implement blockchain-based bike ownership tracking to enhance transparency in shared bike systems, reducing fraud and improving asset management through immutable ledger records.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Accountant",
"keyword": ""
}
},
{
"idea_id": "A5_I059",
"text": "Team Fitness Challenge: Compete in relay bike races, where each rider completes a unique obstacle course, fostering teamwork, endurance, and strategic planning for a dynamic, engaging experience.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Sports Coach",
"keyword": "Team Fitness Challenge"
}
},
{
"idea_id": "A5_I021",
"text": "Launch a 'Bicycle Empowerment Workshop' teaching budgeting, maintenance, and safety skills to marginalized communities, empowering self-sufficiency and healthy transportation choices.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Guidance Counselor",
"keyword": ""
}
},
{
"idea_id": "A5_I093",
"text": "Use storm front timing to optimize bicycle routes, avoiding hazardous weather by predicting front arrival, ensuring rider safety and efficiency through real-time meteorological data integration.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Meteorologist",
"keyword": "storm front timing"
}
},
{
"idea_id": "A5_I102",
"text": "Liquefy Handlebars: Ergonomic handlebars shaped like liquid streams, offering adaptive grip and reducing hand fatigue through natural curvature.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "liquid",
"keyword": "liquid"
}
}
],
"idea_count": 20
},
{
"query_id": "A7",
"query_text": "Smartphone",
"category": "everyday",
"ideas": [
{
"idea_id": "A7_I045",
"text": "Introduce a 'Photo Memory Lane' feature that uses AI to generate nostalgic photo collages from past snaps, helping users relive memories with a personalized, time-travel-like visual experience.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Taking Photos"
}
},
{
"idea_id": "A7_I061",
"text": "Mountain Mind Mode: A mental wellness app that simulates mountain meditation, using nature sounds and guided sessions to promote calm and focus.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "mountain",
"keyword": "mountain"
}
},
{
"idea_id": "A7_I048",
"text": "A student-focused smartphone app that transforms study sessions into interactive games, rewarding knowledge retention with real-world perks like discounts on textbooks and campus events.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Students"
}
},
{
"idea_id": "A7_I001",
"text": "Phone case that uses solar energy to charge the device during outdoor activities.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "A7_I066",
"text": "LiquidSync: A synchronization system that uses liquid-like data flow, ensuring seamless and ultra-fast transfer between devices through advanced quantum-liquid protocols.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "liquid",
"keyword": "liquid"
}
},
{
"idea_id": "A7_I042",
"text": "Introduce a 'Scene Memory' feature that learns user preferences, automatically adjusting camera settings for optimal photo quality based on past shots and environmental data.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Photography"
}
},
{
"idea_id": "A7_I032",
"text": "Implement a modular design allowing users to swap hardware components like cameras and batteries, promoting sustainability and customization.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Tutor",
"keyword": ""
}
},
{
"idea_id": "A7_I025",
"text": "Integrate tactile sculptural elements into the phone's form, allowing users to 'feel' digital content through 3D-printed surface variations that respond to touch.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Sculptor",
"keyword": ""
}
},
{
"idea_id": "A7_I067",
"text": "A smartphone with a built-in metronome that syncs with the user's heartbeat to create personalized rhythms for stress relief and focus.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "rhythm",
"keyword": "rhythm"
}
},
{
"idea_id": "A7_I038",
"text": "Phones with AI-powered ocean prediction models to forecast marine weather and aid in maritime safety.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Oceanographer",
"keyword": ""
}
},
{
"idea_id": "A7_I065",
"text": "Fluid Focus Camera: A camera system that uses liquid lens technology to adjust focus instantaneously, mimicking the way water bends light for ultra-sharp images.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "liquid",
"keyword": "liquid"
}
},
{
"idea_id": "A7_I005",
"text": "Phone that uses augmented reality for interactive shopping experiences in physical stores.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "A7_I009",
"text": "Smartphone with a magnetic charging system that aligns automatically with a charging pad.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "A7_I023",
"text": "Embed cybersecurity risk assessments directly into the OS, continuously evaluating app permissions and data flows to preempt potential breaches.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Risk Manager",
"keyword": ""
}
},
{
"idea_id": "A7_I010",
"text": "Phone that uses AI to generate personalized content recommendations based on location and mood.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "A7_I047",
"text": "A smartphone with AI-powered meeting summarization and real-time language translation, tailored for business professionals to streamline cross-border negotiations and enhance productivity during global calls.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Business Professionals"
}
}
],
"idea_count": 16
},
{
"query_id": "B1",
"query_text": "Solar panel",
"category": "technology",
"ideas": [
{
"idea_id": "B1_I096",
"text": "Legislative endurance ensures long-term solar panel incentives through adaptive policies, fostering sustainable energy adoption despite technological and market shifts.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Legislator",
"keyword": "legislative endurance"
}
},
{
"idea_id": "B1_I034",
"text": "Leverage influencer partnerships with eco-conscious creators to showcase solar panels in real-life scenarios, humanizing sustainability and driving consumer engagement through authentic storytelling.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "PR Specialist",
"keyword": ""
}
},
{
"idea_id": "B1_I049",
"text": "Develop a solar panel system that uses AI to predict and adapt to weather patterns, optimizing energy capture by adjusting panel angles and prioritizing energy storage during overcast conditions.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Weather-dependent efficiency"
}
},
{
"idea_id": "B1_I035",
"text": "Launch a 'Solar Storytelling' campaign where users share their solar-powered life journeys, using user-generated content to build brand loyalty and community around renewable energy.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "PR Specialist",
"keyword": ""
}
},
{
"idea_id": "B1_I006",
"text": "Incorporate solar panels into urban infrastructure like bus stops and streetlights.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "B1_I048",
"text": "Develop transparent solar panels using perovskite materials to convert visible light into electricity, enabling integration into windows and smart glass for energy-efficient buildings.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Solar energy conversion"
}
},
{
"idea_id": "B1_I105",
"text": "Beat-Driven Solar Tiles: Integrate audio sensors to adjust panel angles based on sound rhythms, optimizing energy capture during peak 'energy beats' in urban environments.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "rhythm",
"keyword": "rhythm"
}
},
{
"idea_id": "B1_I069",
"text": "Utilize remote terrain mapping to optimize solar panel placement by analyzing elevation, slope, and shading patterns, maximizing energy output in rugged or inaccessible areas.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Surveyor",
"keyword": "remote terrain mapping"
}
},
{
"idea_id": "B1_I036",
"text": "Create an interactive digital experience where users can 'design' their own solar panel setup, combining gamification with educational content to boost adoption and brand awareness.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "PR Specialist",
"keyword": ""
}
},
{
"idea_id": "B1_I013",
"text": "Create solar-powered electric vehicle charging stations along highways.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "B1_I092",
"text": "Solar panels can be integrated with smart grid systems to ensure real-time regulatory compliance through automated data reporting and dynamic energy dispatch, enhancing grid stability and reducing non-compliance penalties.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Legislator",
"keyword": "regulatory compliance"
}
},
{
"idea_id": "B1_I104",
"text": "Rhythmic Solar Grids: Use pulse-like patterns to synchronize solar panels with local energy demands, creating a dynamic, responsive energy network that mirrors natural rhythms.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "rhythm",
"keyword": "rhythm"
}
},
{
"idea_id": "B1_I010",
"text": "Integrate solar panels into fashion items like jackets and hats for wearable energy.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "B1_I118",
"text": "Solar panel installations that mimic the sun's ascent with modular, tiered structures that follow the sun's path for optimal energy capture.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "sunrise",
"keyword": "sunrise"
}
},
{
"idea_id": "B1_I042",
"text": "Develop AI-integrated solar panels that dynamically adjust to optimize home energy use, storing excess power in smart batteries for peak efficiency during high-demand hours.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Power homes"
}
},
{
"idea_id": "B1_I000",
"text": "Integrate solar panels with kinetic energy harvesting for hybrid charging in portable devices.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "B1_I046",
"text": "Utility companies could partner with local governments to install solar panels on public buildings, reducing costs and increasing community adoption through shared savings and collective energy goals.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Utility companies"
}
},
{
"idea_id": "B1_I026",
"text": "Create wearable solar-powered devices for eye health monitoring, using lightweight, flexible panels to track intraocular pressure and retinal changes in real-time.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Ophthalmologist",
"keyword": ""
}
},
{
"idea_id": "B1_I106",
"text": "Solar Rhythm Clocks: Design solar-powered clocks that visually represent daily energy cycles, using kinetic rhythms to educate users on solar patterns and usage.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "rhythm",
"keyword": "rhythm"
}
},
{
"idea_id": "B1_I079",
"text": "Solar panels integrate a Regulatory Compliance Framework to ensure adherence to safety, environmental, and energy standards, fostering sustainable adoption through automated reporting and real-time monitoring.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Legislator",
"keyword": "Regulatory Compliance Framework"
}
}
],
"idea_count": 20
},
{
"query_id": "B3",
"query_text": "3D printer",
"category": "technology",
"ideas": [
{
"idea_id": "B3_I021",
"text": "Develop a 3D printer that uses deep-sea mineral slurries and biodegradable polymers to construct underwater habitats with self-repairing properties, inspired by coral growth patterns.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Oceanographer",
"keyword": ""
}
},
{
"idea_id": "B3_I051",
"text": "A modular 3D printer with interchangeable material cartridges, allowing users to switch between metals, plastics, and biocomposites in seconds for diverse prototyping needs.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Varied material compatibility"
}
},
{
"idea_id": "B3_I053",
"text": "Transform 3D printers into immersive narrative hubs by integrating spatial storytelling, allowing users to design and print interactive 3D environments that evolve with user engagement, creating dynamic, multi-sensory experiences.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Editor",
"keyword": "Immersive Narrative Layouts"
}
},
{
"idea_id": "B3_I104",
"text": "Explosion-Inspired 3D Printer: Uses rapid material dispersion via pressurized nozzles to create complex geometries in seconds.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "explosion",
"keyword": "explosion"
}
},
{
"idea_id": "B3_I031",
"text": "Create a 3D printed training tool that adapts in real-time to an athlete's biomechanics for personalized resistance and form correction.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Sports Coach",
"keyword": ""
}
},
{
"idea_id": "B3_I012",
"text": "Printed biocompatible scaffolds for regenerative medicine and tissue engineering.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "B3_I100",
"text": "OctoPrint-3D: A 3D printer with 8 flexible arms that can print from multiple angles, mimicking an octopus's adaptability and precision.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "octopus",
"keyword": "octopus"
}
},
{
"idea_id": "B3_I024",
"text": "Implement a 3D printer with adaptive hydrodynamic nozzles that can print structures in high-pressure, low-visibility environments, mimicking the way deep-sea organisms build complex habitats.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Oceanographer",
"keyword": ""
}
},
{
"idea_id": "B3_I048",
"text": "Create a Manufacturer Collaboration Hub where 3D printer manufacturers share CAD libraries, printer specs, and user feedback to accelerate innovation and reduce duplication of efforts in the industry.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Manufacturers"
}
},
{
"idea_id": "B3_I017",
"text": "Printed kinetic sculptures that transform with motion and light.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "B3_I045",
"text": "Develop a 3D printer designed specifically for schools, with preloaded educational models and interactive tutorials to teach STEM concepts through hands-on creation and collaborative projects.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Educational purposes"
}
},
{
"idea_id": "B3_I089",
"text": "A 3D printer transforms digital blueprints into tangible reality, weaving structured narratives of innovation, creativity, and precision through layer-by-layer storytelling.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Editor",
"keyword": "structured narrative"
}
},
{
"idea_id": "B3_I037",
"text": "Implement multi-material printing with precision control using advanced sensors and material-specific extrusion systems.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Automation Engineer",
"keyword": ""
}
},
{
"idea_id": "B3_I112",
"text": "WhisperCraft: A 3D printer that mimics the soft, flowing motion of a whisper, enabling the creation of organic, fluid forms with a unique aesthetic.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "whisper",
"keyword": "whisper"
}
},
{
"idea_id": "B3_I015",
"text": "Disposable 3D-printed lab equipment for low-cost scientific experimentation.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "B3_I000",
"text": "3D-printed modular architecture for rapid, sustainable urban development using recycled materials.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "B3_I075",
"text": "Our 3D printer ensures service quality standards by precisely replicating customized food items, maintaining consistency, hygiene, and customer satisfaction in every print.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Restaurant Manager",
"keyword": "service quality standards"
}
},
{
"idea_id": "B3_I057",
"text": "Revolutionize manufacturing with AI-powered 3D printers that optimize print processes in real-time, reducing waste and enhancing precision through adaptive material flow and dynamic temperature control.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Editor",
"keyword": "process optimization"
}
},
{
"idea_id": "B3_I117",
"text": "Fog-assisted 3D printer integrates aerosolized support structures that dissolve upon printing completion, reducing post-processing and mimicking fog's transient, supportive role.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "fog",
"keyword": "fog"
}
},
{
"idea_id": "B3_I047",
"text": "Create a student-led 3D printing club where participants design and print educational models, fostering collaboration, creativity, and hands-on learning through real-world problem-solving projects.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Students"
}
}
],
"idea_count": 20
},
{
"query_id": "B4",
"query_text": "Drone",
"category": "technology",
"ideas": [
{
"idea_id": "B4_I069",
"text": "Drone equipped with optimized image sensors captures high-resolution thermal and visual data, enabling real-time structural health monitoring of bridges and buildings with unmatched precision.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Electronics Engineer",
"keyword": "image sensor optimization"
}
},
{
"idea_id": "B4_I077",
"text": "Drone equipped with adaptive signal filtering technology mitigates interference from 5G networks, ensuring stable communication for real-time aerial delivery and surveillance in urban environments.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Electronics Engineer",
"keyword": "signal interference mitigation"
}
},
{
"idea_id": "B4_I052",
"text": "A drone equipped with AI-powered crop sensors and weather forecasting tools, tailored for farmers to optimize planting schedules, reduce water usage, and increase yield through real-time data analysis.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Farmers"
}
},
{
"idea_id": "B4_I047",
"text": "Deploy AI-powered drones with real-time thermal imaging and gas sensors to rapidly locate and assist victims in disaster zones, while coordinating with emergency teams via encrypted communication.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Emergency response"
}
},
{
"idea_id": "B4_I045",
"text": "Develop a swarm of micro-drones equipped with AI to autonomously map enemy terrain, identify targets, and relay real-time data while evading detection through adaptive camouflage and encrypted communication.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Military reconnaissance"
}
},
{
"idea_id": "B4_I036",
"text": "Design a drone as a visual metaphor for surveillance, using long takes and static shots to evoke unease and paranoia.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Film Director",
"keyword": ""
}
},
{
"idea_id": "B4_I009",
"text": "Drone-powered micro-farming systems for vertical gardening in urban spaces.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "B4_I042",
"text": "Integrate AI-driven thermal vision with real-time environmental data to prioritize targets based on heat signatures and movement patterns, enhancing precision in dynamic scenarios.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Target acquisition"
}
},
{
"idea_id": "B4_I021",
"text": "Develop AI-driven drones equipped with blockchain technology for secure, transparent asset tracking in supply chains, enhancing logistics efficiency and reducing fraud.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Securities Analyst",
"keyword": ""
}
},
{
"idea_id": "B4_I014",
"text": "Drone-enabled disaster communication relays using mesh networks in crisis zones.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "B4_I038",
"text": "Stage a drone as a character in a tragic love story, using choreography and lighting to express unrequited longing.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Film Director",
"keyword": ""
}
},
{
"idea_id": "B4_I003",
"text": "Modular drone kits for STEM education, enabling students to build and program their own drones.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "B4_I017",
"text": "Drone-powered smart irrigation systems using soil moisture sensors for efficient water use.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "B4_I090",
"text": "Drone serves as an aerial smart home assistant, autonomously monitoring, controlling, and optimizing home systems via IoT integration, enhancing security, energy efficiency, and user convenience.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Electronics Engineer",
"keyword": "smart home integration"
}
},
{
"idea_id": "B4_I134",
"text": "Neural-Integrated Drones: Futuristic drones equipped with neural interfaces, allowing direct brain-computer interaction for intuitive control and immersive AR/VR experiences.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "futuristic",
"keyword": "futuristic"
}
},
{
"idea_id": "B4_I138",
"text": "A lens-inspired drone that uses adaptive optics to focus on targets, adjusting its perspective in real-time for precision surveillance.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "lens",
"keyword": "lens"
}
},
{
"idea_id": "B4_I148",
"text": "Drone with butterfly-like metamorphosis: modular design allowing reconfiguration for different tasks, like pollination or surveillance.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "butterfly",
"keyword": "butterfly"
}
},
{
"idea_id": "B4_I029",
"text": "Drone-powered vineyard tours with live-streaming capabilities, allowing remote guests to explore and taste wines from different regions in real-time.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Sommelier",
"keyword": ""
}
},
{
"idea_id": "B4_I145",
"text": "Drone equipped with a 'sand battery' - a compact, high-capacity energy storage system using desert sand as a conductive medium.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "desert",
"keyword": "desert"
}
},
{
"idea_id": "B4_I111",
"text": "Drone equipped with biosensors and AI analyzes real-time vital signs of remote patients, enabling early health threat detection in disaster zones or isolated areas.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Electronics Engineer",
"keyword": "vital signs monitoring"
}
}
],
"idea_count": 20
},
{
"query_id": "C1",
"query_text": "Food delivery service",
"category": "services",
"ideas": [
{
"idea_id": "C1_I026",
"text": "Integrate AR glasses for visually impaired users to enhance food recognition and navigation during delivery, improving accessibility and independence.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Ophthalmologist",
"keyword": ""
}
},
{
"idea_id": "C1_I002",
"text": "Create a subscription box for seasonal, locally-sourced ingredients paired with recipe cards.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C1_I009",
"text": "Launch a carbon-neutral delivery option with electric vehicles and carbon offsetting.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C1_I031",
"text": "Design delivery routes as temporary urban art installations, transforming vehicles into mobile galleries that promote local cuisine and foster community engagement.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Urban Planner",
"keyword": ""
}
},
{
"idea_id": "C1_I000",
"text": "Introduce a zero-waste delivery system using biodegradable containers and composting partnerships for each order.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C1_I037",
"text": "Launch a 'Culinary Improvisation' service where chefs improvise dishes based on customer mood, captured as digital art for future meals.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Conductor",
"keyword": ""
}
},
{
"idea_id": "C1_I061",
"text": "Organic Food Forest Delivery: Curate meals from forest-grown ingredients like mushrooms and wild plants, educating customers on foraging and sustainable wild harvesting practices.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "organic",
"keyword": "organic"
}
},
{
"idea_id": "C1_I055",
"text": "Ant-Team: Enable gig workers to form temporary, task-based delivery teams, adapting like ants during resource scarcity.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "ant",
"keyword": "ant"
}
},
{
"idea_id": "C1_I054",
"text": "Ant-Heap: Create a dynamic, user-generated food rating system where customers 'store' their favorites like ants store food.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "ant",
"keyword": "ant"
}
},
{
"idea_id": "C1_I051",
"text": "Develop a unified API hub that connects food delivery platforms with restaurant POS systems, enabling real-time order sync, inventory updates, and dynamic pricing adjustments based on demand and supply.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Requires integration with restaurant systems"
}
},
{
"idea_id": "C1_I049",
"text": "Introduce AI-powered recipe customization on the platform, allowing users to input dietary restrictions and preferences to receive personalized meal suggestions and delivery options.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Digital platform for food delivery"
}
},
{
"idea_id": "C1_I043",
"text": "Create a restaurant-specific app that allows customers to order food directly from the kitchen, with real-time updates on order status and custom delivery windows for each restaurant.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Enable customers to order food from restaurants"
}
},
{
"idea_id": "C1_I027",
"text": "Create a dark adaptation training program via delivery apps, using specialized lighting and food items to help users with night blindness adjust to low-light environments.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Ophthalmologist",
"keyword": ""
}
},
{
"idea_id": "C1_I069",
"text": "Foldable Menus: Origami-style folded menus that unfold into interactive digital screens for real-time order customization.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "origami",
"keyword": "origami"
}
},
{
"idea_id": "C1_I045",
"text": "Implement AI-powered dynamic routing for restaurant delivery, optimizing routes in real-time to reduce wait times and fuel costs, enhancing both efficiency and customer satisfaction through smart, adaptive delivery paths.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Facilitate last-mile delivery for restaurants"
}
},
{
"idea_id": "C1_I006",
"text": "Offer a 'cook along' feature where delivery includes pre-measured ingredients and live cooking guidance.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
}
],
"idea_count": 16
},
{
"query_id": "C2",
"query_text": "Online education platform",
"category": "services",
"ideas": [
{
"idea_id": "C2_I106",
"text": "PrismPulse: Real-time analytics refract user data into insights, creating dynamic, responsive learning experiences.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "prism",
"keyword": "prism"
}
},
{
"idea_id": "C2_I087",
"text": "Our platform transforms skill development into a strategic investment, using ROI analytics to quantify career growth, salary potential, and time-to-employment, empowering users to make data-driven decisions on their learning journey.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Financial Analyst",
"keyword": "ROI in skill development"
}
},
{
"idea_id": "C2_I009",
"text": "Mobile-first learning apps with offline access and voice-activated note-taking features.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C2_I041",
"text": "Implement a real-time collaborative coding environment where students debug together, share live code changes, and receive instant feedback from AI tutors during programming exercises.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Interactive learning tools"
}
},
{
"idea_id": "C2_I119",
"text": "EagleFeather: Micro-credential system where learners 'grow' skills, each feather representing a milestone in their educational flight.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "eagle",
"keyword": "eagle"
}
},
{
"idea_id": "C2_I095",
"text": "Leverage financial scalability metrics to optimize online education platform pricing tiers, user acquisition costs, and LTV:CAC ratios for rapid, sustainable growth.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Financial Analyst",
"keyword": "financial scalability metrics"
}
},
{
"idea_id": "C2_I045",
"text": "Introduce AI-powered tutoring sessions that adapt to student performance in real-time, offering personalized feedback and interactive exercises to enhance learning outcomes.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Tutoring services"
}
},
{
"idea_id": "C2_I048",
"text": "Parental Insight Dashboard: A real-time platform where parents track their child's learning progress, receive tailored feedback, and collaborate with teachers to customize lesson plans and set achievable educational goals.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Parents"
}
},
{
"idea_id": "C2_I115",
"text": "EagleVision: AI-powered adaptive learning that 'soars' with personalized paths, adjusting like an eagle's flight to student progress.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "eagle",
"keyword": "eagle"
}
},
{
"idea_id": "C2_I016",
"text": "AI-generated study schedules that optimize time management and retention based on cognitive science.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C2_I020",
"text": "Implement real-time logistics tracking in courses to teach supply chain management with live warehouse operations simulations.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Warehouse Manager",
"keyword": ""
}
},
{
"idea_id": "C2_I064",
"text": "Leverage digital engagement through AI-driven interactive modules, real-time collaborative projects, and gamified content to enhance student participation and knowledge retention in online aquaculture education.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Aquaculture Specialist",
"keyword": "digital engagement"
}
},
{
"idea_id": "C2_I111",
"text": "BeatLearn: A gamified platform where students 'learn to the beat' by aligning their study sessions with musical rhythms to boost memory and engagement.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "rhythm",
"keyword": "rhythm"
}
},
{
"idea_id": "C2_I046",
"text": "Create a peer-to-peer learning hub where students mentor each other through real-world projects, fostering collaboration and leadership skills while building a community-driven knowledge network.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Students"
}
},
{
"idea_id": "C2_I028",
"text": "Utilize digital ethnography tools to analyze student interaction patterns, enabling real-time adjustments to pedagogical strategies based on sociocultural dynamics.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Sociologist",
"keyword": ""
}
},
{
"idea_id": "C2_I031",
"text": "Create a dynamic curriculum that evolves with seasonal trends, ensuring students stay ahead in the ever-changing fashion industry.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Fashion Designer",
"keyword": ""
}
},
{
"idea_id": "C2_I035",
"text": "Integrate dynamic lighting simulations to teach photography techniques, allowing students to visualize how different lighting conditions affect their compositions in real-time.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Photographer",
"keyword": ""
}
},
{
"idea_id": "C2_I007",
"text": "AI chatbots that provide instant feedback and answer student questions during live sessions.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C2_I004",
"text": "AI-driven content creation tools that generate interactive quizzes and study materials for instructors.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C2_I061",
"text": "Our platform tracks participant performance in real-time, using AI to personalize learning paths and provide actionable insights, ensuring each learner progresses efficiently and effectively.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Volunteer Coordinator",
"keyword": "participant performance tracking"
}
}
],
"idea_count": 20
},
{
"query_id": "C4",
"query_text": "Public transportation",
"category": "services",
"ideas": [
{
"idea_id": "C4_I009",
"text": "Introduce a smart ticketing system with contactless payment and multi-modal integration.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C4_I001",
"text": "Implement solar-powered buses with integrated charging stations along routes.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C4_I030",
"text": "Utilize predictive analytics to dynamically adjust bus routes based on real-time passenger data and traffic patterns, optimizing efficiency and reducing wait times.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Mathematician",
"keyword": ""
}
},
{
"idea_id": "C4_I049",
"text": "Implement solar-powered bus stops with integrated charging stations, reducing reliance on grid infrastructure and promoting sustainable urban mobility.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Reliant on infrastructure"
}
},
{
"idea_id": "C4_I004",
"text": "Create a carpooling platform linked to public transit schedules for shared rides.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C4_I042",
"text": "Implement solar-powered bus shelters with kinetic energy generators to charge electric buses, reducing reliance on non-renewable energy sources while enhancing passenger comfort.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Environmental sustainability"
}
},
{
"idea_id": "C4_I032",
"text": "Apply graph theory to design multi-modal transit networks, minimizing transfers and maximizing accessibility through optimal connectivity.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Mathematician",
"keyword": ""
}
},
{
"idea_id": "C4_I041",
"text": "Implement a dynamic traffic light system that prioritizes public transit vehicles, reducing stop-and-go congestion and encouraging more people to use buses and trains.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Reduction of traffic congestion"
}
},
{
"idea_id": "C4_I092",
"text": "A subscription framework for public transit offers personalized travel plans, real-time updates, and integrated payment, transforming commuting into a seamless, tailored experience.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Software Engineer",
"keyword": "subscription framework"
}
},
{
"idea_id": "C4_I005",
"text": "Install solar-powered bus shelters with wireless charging for passengers' devices.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C4_I113",
"text": "Mountain Resilience System: Build transit systems inspired by mountain stability, using reinforced structures and adaptive routing to withstand natural disasters.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "mountain",
"keyword": "mountain"
}
},
{
"idea_id": "C4_I059",
"text": "Economically sustainable mobility in public transport involves integrating smart pricing models, energy-efficient systems, and data-driven route optimization to reduce costs, enhance accessibility, and foster long-term financial viability.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Economist",
"keyword": "economically sustainable mobility"
}
},
{
"idea_id": "C4_I109",
"text": "Rainbow Transit Hubs: Multi-modal stations with vibrant, colorful architecture inspired by rainbows, promoting community engagement and enhancing user experience through aesthetic appeal.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "rainbow",
"keyword": "rainbow"
}
},
{
"idea_id": "C4_I100",
"text": "Introduce 'Forest Map' - an interactive digital map showing real-time transit info, inspired by a forest's natural navigation through trails and landmarks.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "forest",
"keyword": "forest"
}
},
{
"idea_id": "C4_I044",
"text": "Create a city-to-city express bus network with real-time tracking and priority lanes, offering seamless transfers and integrated ticketing for multi-city journeys.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Traveling between cities"
}
},
{
"idea_id": "C4_I066",
"text": "Intercity logistics optimization can revolutionize public transport by integrating real-time data analytics to dynamically route buses and trains, reducing congestion and enhancing multi-modal connectivity for seamless urban mobility.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Economist",
"keyword": "intercity logistics optimization"
}
},
{
"idea_id": "C4_I036",
"text": "Wireless power transfer for tram systems enabling seamless charging without overhead lines.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Electrical Engineer",
"keyword": ""
}
},
{
"idea_id": "C4_I039",
"text": "Modular electric trolley systems with plug-and-play components for rapid deployment and scalability.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Electrical Engineer",
"keyword": ""
}
},
{
"idea_id": "C4_I103",
"text": "Develop 'Rhythm Route' algorithms that adjust bus frequencies based on peak hour rhythms, reducing congestion through adaptive scheduling.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "rhythm",
"keyword": "rhythm"
}
},
{
"idea_id": "C4_I093",
"text": "Leverage real-time data analytics to dynamically adjust bus frequencies during peak hours, optimizing capacity utilization and reducing overcrowding through predictive algorithms and adaptive scheduling.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Economist",
"keyword": "peak capacity management"
}
}
],
"idea_count": 20
},
{
"query_id": "C9",
"query_text": "Elderly care service",
"category": "services",
"ideas": [
{
"idea_id": "C9_I016",
"text": "Mobile app for family members to track care progress and receive alerts.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C9_I045",
"text": "Create a 'Community Care Hubs' where seniors can access medical services, social activities, and volunteer opportunities, fostering independence and reducing isolation through local engagement.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Enabling community-based care options"
}
},
{
"idea_id": "C9_I108",
"text": "Interactive Kaleidoscope Gardens: Design gardens with mirrored panels and shifting patterns that respond to elders' movements, creating a calming, ever-changing environment for reflection and interaction.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "kaleidoscope",
"keyword": "kaleidoscope"
}
},
{
"idea_id": "C9_I088",
"text": "Adaptive road networks can dynamically adjust traffic signals and routes to prioritize elderly care vehicles, ensuring timely medical access and enhancing safety for senior citizens in urban areas.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Traffic Engineer",
"keyword": "adaptive road networks"
}
},
{
"idea_id": "C9_I071",
"text": "Harmonic Community Resonance transforms elderly care into a symphony of connection: residents collaborate on music therapy, creating collective rhythms that foster emotional bonds, memory recall, and a vibrant, intergenerational cultural tapestry.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Musician",
"keyword": "Harmonic Community Resonance"
}
},
{
"idea_id": "C9_I005",
"text": "Gamified memory training apps with progress tracking and social sharing.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C9_I067",
"text": "Craft personalized sonic environments for aging, blending nature sounds, soft melodies, and speech to soothe, engage, and enhance cognitive health in elderly care through immersive, adaptive audio therapy.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Musician",
"keyword": "sonic environment for aging"
}
},
{
"idea_id": "C9_I036",
"text": "Implement AI-driven skill assessments for caregivers to match them with residents based on cognitive and emotional needs, enhancing personalized care through data analytics.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "HR Manager",
"keyword": ""
}
},
{
"idea_id": "C9_I000",
"text": "Virtual reality social clubs for elderly to experience travel, events, and group activities from home.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C9_I105",
"text": "Kaleidoscope Care Pathways: Create dynamic, ever-changing care plans that reflect each elder's unique journey, adapting to their evolving needs with colorful, personalized patterns.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "kaleidoscope",
"keyword": "kaleidoscope"
}
},
{
"idea_id": "C9_I038",
"text": "Introduce performance-based incentive programs for caregivers, using financial rewards to boost motivation and retention, aligned with HR best practices.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "HR Manager",
"keyword": ""
}
},
{
"idea_id": "C9_I043",
"text": "Create a community-based tech hub where elderly can learn digital skills, access telehealth, and connect with peers, fostering autonomy and reducing isolation through shared learning and virtual support networks.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Supporting independent living for the elderly"
}
},
{
"idea_id": "C9_I022",
"text": "Design therapeutic animation sessions using guided imagery and symbolic animation to help elders process grief, memory loss, and emotional trauma.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Animator",
"keyword": ""
}
},
{
"idea_id": "C9_I019",
"text": "Digital storytelling platforms for seniors to share life experiences with family and friends.",
"_hidden": {
"condition": "c1_direct",
"expert_name": "direct",
"keyword": ""
}
},
{
"idea_id": "C9_I046",
"text": "Memory Lane Social Club: Weekly gatherings where elderly individuals share stories and artifacts, fostering connection through nostalgia and intergenerational dialogue.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Elderly individuals"
}
},
{
"idea_id": "C9_I103",
"text": "Design 'Desert Harmony' wellness retreats combining yoga, meditation, and minimalistic living to help seniors find inner peace and resilience, inspired by desert survival techniques.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "desert",
"keyword": "desert"
}
},
{
"idea_id": "C9_I026",
"text": "Create a smart home system with automated fall detection and emergency response using motion sensors and edge computing for immediate alerts.",
"_hidden": {
"condition": "c2_expert_only",
"expert_name": "Electronics Engineer",
"keyword": ""
}
},
{
"idea_id": "C9_I061",
"text": "Legal emotional equity in elderly care ensures dignified, rights-respecting services, integrating legal protections with emotional support to foster empathy, accountability, and holistic well-being for seniors.",
"_hidden": {
"condition": "c4_full_pipeline",
"expert_name": "Legal Scholar",
"keyword": "legal emotional equity"
}
},
{
"idea_id": "C9_I111",
"text": "Fog-Like Privacy Filters: Deploy translucent, fog-like barriers in care facilities to create private spaces for sensitive conversations, ensuring dignity and comfort.",
"_hidden": {
"condition": "c5_random_perspective",
"expert_name": "fog",
"keyword": "fog"
}
},
{
"idea_id": "C9_I051",
"text": "Smart wearables with real-time biometric monitoring and automatic alert integration with local emergency services, enabling rapid response to falls or medical emergencies through AI-driven risk prediction.",
"_hidden": {
"condition": "c3_attribute_only",
"expert_name": "direct",
"keyword": "Integration with emergency response systems"
}
}
],
"idea_count": 20
}
],
"total_ideas": 192,
"query_count": 10,
"conditions": [
"c1_direct",
"c2_expert_only",
"c3_attribute_only",
"c4_full_pipeline",
"c5_random_perspective"
],
"randomization_seed": 42,
"sampling": {
"sample_total": null,
"per_query": null,
"per_condition": 4
},
"metadata": {
"source_file": "experiment_20260119_165650_deduped.json",
"prepared_for": "human_assessment"
}
}
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