eis-topic-intelligence / outputs /taxonomy_map.json
Daksh C Jain
Initial commit: EIS Topic Intelligence — UMAP+HDBSCAN+Mistral council, dark EIS theme, 23 clusters from Enterprise Information Systems corpus
c91d9b4
{
"run_key": "combined",
"taxonomy_mapping": {
"Process Enterprise Modelling": {
"theme": "Process Enterprise Modelling",
"pajais_match": "Enterprise Systems and ERP",
"match_confidence": 0.329,
"reasoning": "100 papers; top terms: process, enterprise, modelling, framework, processes, service; council agreement 0.67.",
"is_novel": false
},
"Algorithm Proposed Optimisation": {
"theme": "Algorithm Proposed Optimisation",
"pajais_match": "Supply Chain and Logistics IS",
"match_confidence": 0.159,
"reasoning": "74 papers; top terms: algorithm, proposed, optimisation, problem, scheduling, service; council agreement 0.67.",
"is_novel": false
},
"Erp Enterprise Implementation": {
"theme": "Erp Enterprise Implementation",
"pajais_match": "Enterprise Systems and ERP",
"match_confidence": 0.314,
"reasoning": "54 papers; top terms: erp, enterprise, implementation, factors, planning, resource; council agreement 0.67.",
"is_novel": false
},
"Social Online Knowledge": {
"theme": "Social Online Knowledge",
"pajais_match": "Social Commerce and Social Media",
"match_confidence": 0.368,
"reasoning": "52 papers; top terms: social, online, knowledge, media, social media, customer; council agreement 0.67.",
"is_novel": false
},
"Manufacturing Cloud Iot": {
"theme": "Manufacturing Cloud Iot",
"pajais_match": "Smart Systems IoT and Smart Cities",
"match_confidence": 0.283,
"reasoning": "51 papers; top terms: manufacturing, cloud, iot, management, internet, technologies; council agreement 0.67.",
"is_novel": false
},
"Supply Supply Chain Chain": {
"theme": "Supply Supply Chain Chain",
"pajais_match": "Supply Chain and Logistics IS",
"match_confidence": 0.362,
"reasoning": "30 papers; top terms: supply, supply chain, chain, game, decision, service; council agreement 0.67.",
"is_novel": false
},
"Text Learning Classification": {
"theme": "Text Learning Classification",
"pajais_match": "Artificial Intelligence and Machine Learning",
"match_confidence": 0.154,
"reasoning": "48 papers; top terms: text, learning, classification, sentiment, financial, news; council agreement 0.67.",
"is_novel": false
},
"Enterprise Process Framework": {
"theme": "Enterprise Process Framework",
"pajais_match": "Enterprise Systems and ERP",
"match_confidence": 0.272,
"reasoning": "42 papers; top terms: enterprise, process, framework, organisational, design, modelling; council agreement 0.67.",
"is_novel": false
},
"Service Services Web": {
"theme": "Service Services Web",
"pajais_match": "Cloud Computing and SaaS",
"match_confidence": 0.328,
"reasoning": "29 papers; top terms: service, services, web, composition, process, qos; council agreement 0.67.",
"is_novel": false
},
"Blockchain": {
"theme": "Blockchain",
"pajais_match": "Supply Chain and Logistics IS",
"match_confidence": 0.27,
"reasoning": "28 papers; top terms: blockchain, technology, chain, supply, blockchain technology, supply chain; council agreement 0.67.",
"is_novel": false
},
"Privacy": {
"theme": "Privacy",
"pajais_match": "Privacy, Security and Trust",
"match_confidence": 0.241,
"reasoning": "28 papers; top terms: security, cloud, privacy, proposed, scheme, algorithm; council agreement 0.67.",
"is_novel": false
},
"Design Method Process": {
"theme": "Design Method Process",
"pajais_match": "Enterprise Systems and ERP",
"match_confidence": 0.219,
"reasoning": "25 papers; top terms: design, method, process, framework, enterprise, knowledge; council agreement 0.67.",
"is_novel": false
},
"Algorithm Learning Intelligent": {
"theme": "Algorithm Learning Intelligent",
"pajais_match": "Artificial Intelligence and Machine Learning",
"match_confidence": 0.254,
"reasoning": "22 papers; top terms: algorithm, learning, intelligent, machine, time, network; council agreement 0.67.",
"is_novel": false
},
"Enterprise Performance Resilience": {
"theme": "Enterprise Performance Resilience",
"pajais_match": "IS Strategy and Management",
"match_confidence": 0.228,
"reasoning": "22 papers; top terms: enterprise, performance, resilience, supply, management, commerce; council agreement 0.67.",
"is_novel": false
},
"Proposed Detection Performance": {
"theme": "Proposed Detection Performance",
"pajais_match": "Mobile Commerce and Applications",
"match_confidence": 0.139,
"reasoning": "21 papers; top terms: proposed, detection, performance, application, algorithm, memory; council agreement 0.67.",
"is_novel": false
},
"Supply Risk Chain": {
"theme": "Supply Risk Chain",
"pajais_match": "Supply Chain and Logistics IS",
"match_confidence": 0.233,
"reasoning": "21 papers; top terms: supply, risk, chain, risks, supply chain, method; council agreement 0.67.",
"is_novel": false
},
"Modelling Support Domain": {
"theme": "Modelling Support Domain",
"pajais_match": "Enterprise Systems and ERP",
"match_confidence": 0.196,
"reasoning": "19 papers; top terms: modelling, support, domain, proposed, enterprise, application; council agreement 0.67.",
"is_novel": false
},
"Recommender": {
"theme": "Recommender",
"pajais_match": "Recommender and Personalization Systems",
"match_confidence": 0.173,
"reasoning": "18 papers; top terms: user, recommendation, users, method, network, recommendations; council agreement 0.67.",
"is_novel": false
},
"Control Manufacturing Process": {
"theme": "Control Manufacturing Process",
"pajais_match": "IS Research Methods and Theory",
"match_confidence": 0.219,
"reasoning": "18 papers; top terms: control, manufacturing, process, design, production, proposed; council agreement 0.67.",
"is_novel": false
},
"Method Algorithm Detection": {
"theme": "Method Algorithm Detection",
"pajais_match": "Mobile Commerce and Applications",
"match_confidence": 0.132,
"reasoning": "16 papers; top terms: method, algorithm, detection, proposed, visual, network; council agreement 0.67.",
"is_novel": false
},
"Workflow Process Time": {
"theme": "Workflow Process Time",
"pajais_match": "Mobile Commerce and Applications",
"match_confidence": 0.114,
"reasoning": "14 papers; top terms: workflow, process, time, logic, nets, petri; council agreement 0.67.",
"is_novel": false
},
"Pricing Refactoring Wiki": {
"theme": "Pricing Refactoring Wiki",
"pajais_match": "Digital Transformation and Innovation",
"match_confidence": 0.097,
"reasoning": "6 papers; top terms: pricing, refactoring, wiki, variable, resilience, variable pricing; council agreement 0.67.",
"is_novel": false
}
},
"novel_themes": [],
"pajais_gap_categories": [
"E-Commerce and E-Business",
"IT Adoption and Diffusion",
"Business Intelligence and Analytics",
"Knowledge Management",
"Healthcare Information Systems",
"Digital Platforms and Ecosystems",
"Blockchain and Distributed Ledgers",
"Human-Computer Interaction and UX",
"Financial Technology and Digital Finance",
"Digital Marketing and Advertising",
"Virtual Teams and Online Collaboration",
"Big Data Analytics and Data Science",
"IS Education and Training"
],
"coverage_stats": {
"total_themes": 22,
"mapped": 22,
"novel": 0
}
}