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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 | |
| } | |
| } |