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{"work_id": 4396572044, "categories": ["deep_learning_architectures"], "primary": "deep_learning_architectures", "confidence": 0.6, "rationale": "Lightweight transformer architecture with contrastive learning for fault diagnosis; architecture contribution applied to bearing signals, though the application may suggest scientific or signal domain.", "model": "claude-haiku-5-5"}
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{"work_id": 2806158045, "categories": [], "primary": null, "confidence": 0.45, "rationale": "Fuzzy logic controller comparison for a gantry crane; control engineering, closest to robotics but not clearly within the ontology.", "model": "claude-haiku-5-5"}
{"work_id": 2982518672, "categories": ["computer_architecture"], "primary": null, "confidence": 0.3, "rationale": "Wireline communication system design using noise statistics; communications engineering, weakly fits computer_networks.", "model": "claude-haiku-5-5"}
{"work_id": 7204116048, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Systematic review of digital educational platforms in primary education; education research, not CS.", "model": "claude-haiku-5-5"}
{"work_id": 3112863481, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Multimedia network teaching platform for physical education; education application rather than CS contribution.", "model": "claude-haiku-5-5"}
{"work_id": 3176660608, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Spectral unmixing of mineral mixtures; planetary science/remote sensing spectroscopy rather than computer science.", "model": "claude-haiku-5-5"}
{"work_id": 4206870115, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Non-CS educational/communication study on digital education in French; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 4409833556, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Cultural information dissemination infographic design for cultural literacy; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 2990710531, "categories": ["robotics"], "primary": "robotics", "confidence": 0.45, "rationale": "Control system for contactless small-ball air suspension in pipelines; control engineering closest to robotics/control, weakly CS-adjacent.", "model": "claude-haiku-5-5"}
{"work_id": 4386952809, "categories": ["hci"], "primary": "hci", "confidence": 0.6, "rationale": "User survey on gaming motives and well-being; user study of player experience fits HCI.", "model": "claude-haiku-5-5"}
{"work_id": 4225947117, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Qualitative study of school library management; not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 3039944072, "categories": [], "primary": null, "confidence": 0.75, "rationale": "Engineering program accreditation and relevance study using viable systems model; educational management, not CS.", "model": "claude-haiku-5-5"}
{"work_id": 4389567417, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Qualitative English pronunciation teaching study; education, not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 3109176755, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.5, "rationale": "Combinatorics result on Kakeya sets over rings; pure mathematics with lower bounds on set size, closest to combinatorics/complexity-adjacent, weakly CS.", "model": "claude-haiku-5-5"}
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{"work_id": 3035934964, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.4, "rationale": "Mathematical optimization/complementarity theory on existence and uniqueness of solutions; closest ontology fit is theoretical, though it is more operations research/mathematics than CS.", "model": "claude-haiku-5-5"}
{"work_id": 4399338544, "categories": ["computer_architecture"], "primary": null, "confidence": 0.3, "rationale": "Radar cooperative tracking via weighted least squares; signal/sensor tracking not clearly a CS category, weakly fits robotics or none.", "model": "claude-haiku-5-5"}
{"work_id": 4388262188, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Millimeter-wave radar displacement measurement is instrumentation and signal processing rather than a CS category.", "model": "claude-haiku-5-5"}
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{"work_id": 4285385149, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Digital competence of computing teachers via DigCompEdu; education research, though software-education adjacent.", "model": "claude-haiku-5-5"}
{"work_id": 4302287363, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Regional literacy campaign survey in education; not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 4393541793, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Archaeological visibility analysis of megaliths; archaeology using GIS, not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 4388202433, "categories": [], "primary": null, "confidence": 0.9, "rationale": "English listening pedagogy with multimedia; language education, not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 3200409248, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Neuroimaging study of encephalitis patients; clinical neuroscience, not CS.", "model": "claude-haiku-5-5"}
{"work_id": 3007072699, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.5, "rationale": "Automatic heart sound classification device for medical screening; biomedical informatics with audio signal processing, borderline between speech_audio and biomedical.", "model": "claude-haiku-5-5"}
{"work_id": 3007925741, "categories": ["computer_architecture"], "primary": null, "confidence": 0.3, "rationale": "Ultrasonic clamp-on flowmeter instrumentation; not a clear CS category, closest is sensing hardware, low confidence.", "model": "claude-haiku-5-5"}
{"work_id": 4387771625, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Education research on CS teacher stereotypes; not computer-science research in the ontology sense.", "model": "claude-haiku-5-5"}
{"work_id": 4297802412, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Education policy analysis; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 7139130213, "categories": ["computer_architecture"], "primary": null, "confidence": 0.3, "rationale": "Modelling AS/RS cycle times with timed Petri nets for discrete event systems; closest is industrial automation, low confidence.", "model": "claude-haiku-5-5"}
{"work_id": 4385550355, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Humanities analysis of a video game; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 4409248967, "categories": ["computer_architecture"], "primary": null, "confidence": 0.25, "rationale": "Sensor array sampling layout for magnetocardiography; sensing instrumentation, weakly CS.", "model": "claude-haiku-5-5"}
{"work_id": 4394836987, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Pure mathematics on fractional differential equations; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 3193522400, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Preschool education curriculum analysis; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 3098057909, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Social science study of online communities in Africa; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 4413096664, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Computer-supported collaborative learning applied to English education; educational research rather than CS category, weakly HCI.", "model": "claude-haiku-5-5"}
{"work_id": 7166265487, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Course catalog description for a capstone course; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 3197510543, "categories": ["database_systems", "information_retrieval"], "primary": null, "confidence": 0.2, "rationale": "Learning analytics intervention for online statistics dropout; not clearly within any CS ontology category, so no category assigned conservatively.", "model": "claude-haiku-5-5"}
{"work_id": 4360976908, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Educational study of TikTok for English vocabulary learning; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 7215297435, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Educational technology development for economics students; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 4281735920, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Pedagogical article on presentation skills of graduates; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 3006201666, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Android learning application development for vocational schools; educational application rather than a CS research category.", "model": "claude-haiku-5-5"}
{"work_id": 4291313249, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Bibliographic discussion of distance education in Brazil; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 7219459307, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Survey of e-learning resource use in business education; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 2803291160, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Analysis of YouTube Zika videos and user responses; social media/health communication, closest to HCI-style social computing but not clearly CS-core, so left unassigned conservatively.", "model": "claude-haiku-5-5"}
{"work_id": 4236001208, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "ARMA time-series models are statistical modelling; statistics chapter with weak fit to CS categories, assigned conservatively to probabilistic models.", "model": "claude-haiku-5-5"}
{"work_id": 4402341510, "categories": ["ai_safety", "scientific_computing"], "primary": "ai_safety", "confidence": 0.1, "rationale": "Expert system for neurological diagnosis via Dempster-Shafer evidence theory; this is a classical AI/medical decision-support system, not clearly in any ontology category. Best fit is weak; likely computational_biology for health informatics, but the paper is closer to classical expert systems, so no confident category.", "model": "claude-haiku-5-5"}
{"work_id": 2957642544, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Educational/applied linguistics study on mobile apps for EFL grammar learning; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 4281729487, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Design of a children's batik drawing book; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 4281615972, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Nursing education readiness survey on information technology use; educational research rather than computer science.", "model": "claude-haiku-5-5"}
{"work_id": 4415542380, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Systematic review on reading literacy and communication technology; communication/education studies, not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 3116015520, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Law education paper on web-based distance learning; pedagogy rather than computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 4396949355, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "Characterization of random telegraph noise in FinFET transistors at cryogenic temperature; device-level semiconductor reliability, closest to computer architecture/hardware design.", "model": "claude-haiku-5-5"}
{"work_id": 3201351346, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.5, "rationale": "CMOS RF energy-harvesting rectifier circuit design; low-power hardware/circuit design, closest to computer_architecture (VLSI and low-power design).", "model": "claude-haiku-5-5"}
{"work_id": 2891299477, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Dielectric elastomer energy harvester analysis; materials and electromechanical engineering rather than computer science.", "model": "claude-haiku-5-5"}
{"work_id": 3087361831, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Chemical process control of an absorption column using PID and fuzzy logic; control engineering rather than computer science.", "model": "claude-haiku-5-5"}
{"work_id": 3081174150, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Russian paper on big data methods for e-learning; not clearly a CS category in the ontology, mostly education/general data processing; conservative assignment of none.", "model": "claude-haiku-5-5"}
{"work_id": 3207299996, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Geoscience satellite observation of earthquake precursors; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 4390807490, "categories": [], "primary": null, "confidence": 0.9, "rationale": "History of an IEEE journal's editorship; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 3138970505, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Education analytics of student platform logs; education research rather than a CS category, conservative none.", "model": "claude-haiku-5-5"}
{"work_id": 3212108115, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Survey of students on internet project participation in education; not a clear CS category.", "model": "claude-haiku-5-5"}
{"work_id": 4389301359, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Item response theory modeling of student persistence; statistical modeling of learners, borderline with ml_theory.", "model": "claude-haiku-5-5"}
{"work_id": 3120906435, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Social science study of migration inference from geolocated tweets; data-methodology focus but not clearly CS category.", "model": "claude-haiku-5-5"}
{"work_id": 4249995757, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Microgrid scheduling with particle swarm optimization; power systems application of metaheuristics, borderline algorithms but mainly energy engineering.", "model": "claude-haiku-5-5"}
{"work_id": 3159049567, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Library management survey on internet services correlation; not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 3175870648, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Library communication on Web 2.0 study; information science, not CS category.", "model": "claude-haiku-5-5"}
{"work_id": 7133374282, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Education research on digital competence of students; not a CS research contribution in the ontology sense.", "model": "claude-haiku-5-5"}
{"work_id": 2994564899, "categories": [], "primary": null, "confidence": 0.5, "rationale": "General education-system article on ICT use; not clearly computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 4405519900, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Media studies of the Chilean telenovela industry; not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 4403910223, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Teacher professional development literature review on AI in education; education research rather than CS.", "model": "claude-haiku-5-5"}
{"work_id": 4285808510, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Language learning mobile game in education; educational technology, not clearly CS category.", "model": "claude-haiku-5-5"}
{"work_id": 4367555086, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Educational study on IoT applications in a personal learning environment for programming skills; education research primarily.", "model": "claude-haiku-5-5"}
{"work_id": 4385356940, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Language education case study on online ELT during Covid-19; not CS.", "model": "claude-haiku-5-5"}
{"work_id": 4377195986, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.3, "rationale": "Control theory for Markov jump systems with event-triggered control; closest fit is a control/systems topic, weakly mapped to ml_theory; largely outside ontology.", "model": "claude-haiku-5-5"}
{"work_id": 4413172752, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Educational study of video media on student learning outcomes; not CS.", "model": "claude-haiku-5-5"}
{"work_id": 4312554546, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.5, "rationale": "Piezoelectric energy harvesting power converter circuit design; hardware/low-power circuits, closest to computer_architecture low-power design, though primarily electrical engineering.", "model": "claude-haiku-5-5"}
{"work_id": 2994665920, "categories": ["computer_architecture"], "primary": null, "confidence": 0.2, "rationale": "Soil moisture estimation via distributed temperature sensing is environmental sensing/geoscience instrumentation, not clearly a CS category; weak fit to sensors-based measurement at best, so conservatively assigned no category.", "model": "claude-haiku-5-5"}
{"work_id": 3184466402, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Education policy and digital educational resources comparison; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 7203518940, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Higher education teaching session about AI adoption; pedagogy rather than computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 4298631416, "categories": [], "primary": null, "confidence": 0.85, "rationale": "E-learning effectiveness case study in higher education; educational management, not CS research.", "model": "claude-haiku-5-5"}
{"work_id": 4402526116, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Information/data literacy scoping review; library and information science rather than computer science.", "model": "claude-haiku-5-5"}
{"work_id": 7169646709, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Essay on complexity science applied to organisations; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 4280616584, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Documentary analysis of education 4.0 modality and regional development; not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 4394974551, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Legal scholarship on cybercrime and criminal law; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 7201179105, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Model of uncertain reasoning chains with stochastic matrices resembles formal reasoning/probabilistic modelling, but the abstract is mainly decision-theoretic and conservatively not clearly in an ontology category.", "model": "claude-haiku-5-5"}
{"work_id": 3152238796, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Educational psychology study on smartphone use and information retention in students; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 7148607934, "categories": ["robotics", "computer_networks"], "primary": "robotics", "confidence": 0.35, "rationale": "Railway level-crossing safety with autonomous train transponder alerting vehicles; cyber-physical autonomy, but abstract is about safety context and is not clearly a CS contribution beyond transport systems.", "model": "claude-haiku-5-5"}
{"work_id": 4387754658, "categories": ["ml_theory"], "primary": null, "confidence": 0.1, "rationale": "Stability of variational inequalities in Hilbert spaces is pure mathematical optimisation, not computer science; conservative assignment of none.", "model": "claude-haiku-5-5"}
{"work_id": 2943056810, "categories": ["deep_learning_architectures"], "primary": null, "confidence": 0.15, "rationale": "Coexistence of synchronization in coupled piecewise-constant oscillators is nonlinear circuit/dynamics analysis; closest is circuits, not a clear ontology match, so left minimal.", "model": "claude-haiku-5-5"}
{"work_id": 4402215387, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Philosophical introduction to Edgar Morin's complexity thought; not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 3036170140, "categories": ["database_systems"], "primary": null, "confidence": 0.2, "rationale": "E-commerce information system design for a construction company; information systems development, not clearly any ontology category.", "model": "claude-haiku-5-5"}
{"work_id": 3005366057, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Generic practitioner tips on data automation projects with no clear CS research contribution in the abstract.", "model": "claude-haiku-5-5"}
{"work_id": 3212504661, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Process sensor technology roadmap for process industry; engineering/instrumentation rather than a CS research category.", "model": "claude-haiku-5-5"}
{"work_id": 7133133565, "categories": [], "primary": null, "confidence": 0.25, "rationale": "Essay on AI in education from a philosophy-of-education angle; not primarily CS research.", "model": "claude-haiku-5-5"}
{"work_id": 3035309673, "categories": [], "primary": null, "confidence": 0.2, "rationale": "Educational technology in higher education review; education research rather than computer science.", "model": "claude-haiku-5-5"}
{"work_id": 3205297713, "categories": [], "primary": null, "confidence": 0.2, "rationale": "Commentary on standards-setting process for communications; policy and standards, not a CS research category.", "model": "claude-haiku-5-5"}
{"work_id": 3159931479, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Organizational/management psychology study of employees' IM use and stress; not computer science research per ontology.", "model": "claude-haiku-5-5"}
{"work_id": 7166124027, "categories": ["sustainable_computing"], "primary": null, "confidence": 0.3, "rationale": "Solar PV potential estimation is energy engineering/geospatial analysis, not computer science; weak fit at most.", "model": "claude-haiku-5-5"}
{"work_id": 7220147160, "categories": [], "primary": null, "confidence": 0.95, "rationale": "Media/education studies on television series structure; not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 7133386248, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Library repository network retrospective; library science, not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 2889050697, "categories": ["ai_agents"], "primary": null, "confidence": 0.2, "rationale": "Mixed logical dynamical modelling and optimal scheduling of multi-energy systems; control/energy systems, weakly related to none of the CS categories.", "model": "claude-haiku-5-5"}
{"work_id": 4390251033, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Appears to be a non-technical essay on symbols/language; no CS contribution evident.", "model": "claude-haiku-5-5"}
{"work_id": 7215366142, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Library science article on librarians' communication role; not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 4376526549, "categories": [], "primary": null, "confidence": 0.95, "rationale": "English language teaching material development; education, not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 4388721237, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Coordinated pricing for power-transportation networks with optimization algorithms; power systems/energy economics, not clearly a CS category.", "model": "claude-haiku-5-5"}
{"work_id": 4413905440, "categories": [], "primary": null, "confidence": 0.85, "rationale": "Education policy and distance teacher training in Algeria; educational research, not computer science.", "model": "claude-haiku-5-5"}
{"work_id": 4407389586, "categories": ["computer_vision"], "primary": "computer_vision", "confidence": 0.6, "rationale": "Optical small-angle measurement via speckle pattern imaging with a camera; image-based measurement, not CS-core but closest to computer vision/metrology.", "model": "claude-haiku-5-5"}
{"work_id": 4311440779, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Management/business study of digital transformation and environmental performance; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 4322706772, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Electrical machine design for industrial electronics; electrical engineering, not computer science.", "model": "claude-haiku-5-5"}
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{"work_id": 4392157044, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Economics panel study of ICT, gender and CO2 emissions; not computer science research.", "model": "claude-haiku-5-5"}
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{"work_id": 4415684933, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Economics/finance policy analysis using DID on listed firms; not computer science.", "model": "claude-haiku-5-5"}
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{"work_id": 4323665427, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Urban green space and building carbon emissions using remote sensing and spatial analysis; environmental science rather than computer science.", "model": "claude-haiku-5-5"}
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{"work_id": 4406559909, "categories": ["ai_agents"], "primary": null, "confidence": 0.2, "rationale": "RBF neural network MPPT controller for PV; control application, weakly fits no ontology category well, so minimal assignment with low confidence.", "model": "claude-haiku-5-5"}
{"work_id": 7117113370, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.5, "rationale": "MaxEnt habitat suitability modelling for dolphin conservation is ecological rather than CS; closest fit is computational biology methods.", "model": "claude-haiku-5-5"}
{"work_id": 4390978249, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Provincial carbon emission forecasting with LEAP model; energy/policy analysis, not computer science.", "model": "claude-haiku-5-5"}
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{"work_id": 4361987249, "categories": [], "primary": null, "confidence": 0.6, "rationale": "ANFIS-GA prediction of PV electrical output; applied energy forecasting rather than CS category.", "model": "claude-haiku-5-5"}
{"work_id": 4399284355, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Deep learning forecasting of agricultural carbon emissions; environmental science application, not CS core category.", "model": "claude-haiku-5-5"}
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{"work_id": 2990724040, "categories": ["sustainable_computing", "computer_architecture"], "primary": "sustainable_computing", "confidence": 0.6, "rationale": "Data center UPS consolidation to reduce power losses; energy efficiency of computing infrastructure.", "model": "claude-haiku-5-5"}
{"work_id": 7163329089, "categories": ["edge_computing"], "primary": null, "confidence": 0.1, "rationale": "Educational evaluation of an LMS for blended learning; not clearly a CS category, so essentially non-CS education research with no applicable category.", "model": "claude-haiku-5-5"}
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{"work_id": 4225771907, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.6, "rationale": "Quantum communication with space-encoded quantum states, a quantum networking/communication topic.", "model": "claude-haiku-5-5"}
{"work_id": 4415252535, "categories": ["quantum_computing", "federated_learning"], "primary": "quantum_computing", "confidence": 0.8, "rationale": "Distributed quantum ML with knowledge distillation across heterogeneous clients; quantum models with federated-style aggregation.", "model": "claude-haiku-5-5"}
{"work_id": 7116076303, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.5, "rationale": "Quantum-correlation-based radiometric calibration of photodiodes for optical quantum computing; primarily quantum optics/metrology with quantum information framing.", "model": "claude-haiku-5-5"}
{"work_id": 3206680160, "categories": ["quantum_computing", "applied_cryptography"], "primary": "applied_cryptography", "confidence": 0.7, "rationale": "Quantum key distribution protocol analysis using thermal states, a cryptographic protocol design and security analysis.", "model": "claude-haiku-5-5"}
{"work_id": 4417308968, "categories": ["quantum_computing", "distributed_computing"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Circuit partitioning and cutting with hybrid classical-quantum execution for NISQ devices.", "model": "claude-haiku-5-5"}
{"work_id": 7131679394, "categories": ["quantum_computing", "computer_architecture"], "primary": "quantum_computing", "confidence": 0.5, "rationale": "Superconducting parametric amplifier for quantum readout based on granular aluminum; quantum hardware device physics.", "model": "claude-haiku-5-5"}
{"work_id": 4412565510, "categories": ["quantum_computing", "computer_architecture"], "primary": "quantum_computing", "confidence": 0.6, "rationale": "Chip-based 3D ion traps for scalable qubit hardware platforms.", "model": "claude-haiku-5-5"}
{"work_id": 2896762452, "categories": ["quantum_computing", "scientific_computing"], "primary": "quantum_computing", "confidence": 0.5, "rationale": "First-principles DFT study of electric field noise from adsorbates causing motional heating in ion-trap quantum computers; qubit hardware physics with computational methods.", "model": "claude-haiku-5-5"}
{"work_id": 7125762882, "categories": ["quantum_computing", "applied_cryptography"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "4D QKD system over multicore fibre; quantum key distribution is a quantum communication topic, with cryptographic protocol flavour.", "model": "claude-haiku-5-5"}
{"work_id": 2964632298, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "Reversible logic circuit design (code converter) with quantum cost metrics; digital circuit design, though reversible computing is quantum-adjacent.", "model": "claude-haiku-5-5"}
{"work_id": 4296884690, "categories": ["applied_cryptography", "quantum_computing"], "primary": "applied_cryptography", "confidence": 0.7, "rationale": "Security of QKD systems against laser damage attacks, protecting optical components of key distribution.", "model": "claude-haiku-5-5"}
{"work_id": 4415968028, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.6, "rationale": "Quantum metrology with nonlinear interactions and noise; quantum sensing/information theory framing.", "model": "claude-haiku-5-5"}
{"work_id": 2902876714, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Thesis on coherent control and sideband cooling of trapped ions for quantum control.", "model": "claude-haiku-5-5"}
{"work_id": 2902785919, "categories": ["quantum_computing", "scientific_computing"], "primary": "quantum_computing", "confidence": 0.8, "rationale": "Hybrid NISQ algorithm simulating scalar quantum field theory and benchmarking quantum hardware.", "model": "claude-haiku-5-5"}
{"work_id": 7163287303, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Experimental quantum game implementation on NISQ hardware with noise analysis.", "model": "claude-haiku-5-5"}
{"work_id": 2783787559, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Speculative analogy between spin glass magnetism and quantum notions for molecular networks; not clearly a CS contribution.", "model": "claude-haiku-5-5"}
{"work_id": 7161271332, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.8, "rationale": "Multi-copy entanglement detection with experiments on IBM quantum processors.", "model": "claude-haiku-5-5"}
{"work_id": 3112102734, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.6, "rationale": "Technical perspective on reducing error-correction cost of quantum computation.", "model": "claude-haiku-5-5"}
{"work_id": 4200635042, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.6, "rationale": "Spin squeezing and non-Gaussian entangled states for quantum metrology; quantum physics with information/metrology framing, closest fit is quantum_computing, though it is largely quantum physics.", "model": "claude-haiku-5-5"}
{"work_id": 4312768793, "categories": ["applied_cryptography", "computer_networks"], "primary": "applied_cryptography", "confidence": 0.6, "rationale": "Review of quantum key distribution for securing visible light communication networks.", "model": "claude-haiku-5-5"}
{"work_id": 2964298217, "categories": [], "primary": null, "confidence": 0.3, "rationale": "Quantum optics interferometry and phase sensitivity; physics rather than computer science.", "model": "claude-haiku-5-5"}
{"work_id": 4411232250, "categories": ["computer_networks"], "primary": "computer_networks", "confidence": 0.35, "rationale": "Unambiguous state discrimination of coherent states for future quantum communication networks; borderline between quantum communication and physics.", "model": "claude-haiku-5-5"}
{"work_id": 4385967641, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.6, "rationale": "Mean-field analysis of IBM's utility experiment simulating kicked Ising dynamics on a quantum computer.", "model": "claude-haiku-5-5"}
{"work_id": 4411225084, "categories": [], "primary": null, "confidence": 0.4, "rationale": "Superconducting resonator materials and fabrication for qubits; hardware physics, arguably quantum hardware but not clearly CS.", "model": "claude-haiku-5-5"}
{"work_id": 3161468414, "categories": ["quantum_computing", "computational_biology"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "VQE-based quantum algorithm for bosonic simulations with resource reduction, applied to molecular vibrational properties.", "model": "claude-haiku-5-5"}
{"work_id": 4400861003, "categories": ["quantum_computing", "scientific_computing"], "primary": "scientific_computing", "confidence": 0.5, "rationale": "GPU-accelerated tensor network contraction for classical simulation of quantum circuits; high-performance numerical computing.", "model": "claude-haiku-5-5"}
{"work_id": 4417073300, "categories": ["quantum_computing", "cybersecurity"], "primary": "quantum_computing", "confidence": 0.6, "rationale": "Software for evaluating cloud quantum computers via random bit sequence generation and NIST tests, related to quantum random number generation for security.", "model": "claude-haiku-5-5"}
{"work_id": 4416775576, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.6, "rationale": "Mathematical analysis of entanglement witnesses for detecting Bell states, a quantum information topic.", "model": "claude-haiku-5-5"}
{"work_id": 3035347578, "categories": ["quantum_computing", "deep_learning_architectures"], "primary": "quantum_computing", "confidence": 0.6, "rationale": "Quantum reservoir computing for temporal learning; quantum systems framing primary, with reservoir/learning component.", "model": "claude-haiku-5-5"}
{"work_id": 3137888032, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Thesis on quantum reference frames and subsystem decompositions for quantum information tasks.", "model": "claude-haiku-5-5"}
{"work_id": 4391889616, "categories": ["quantum_computing", "applied_cryptography"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Twin-field QKD protocol with security proof; quantum key distribution is quantum communication.", "model": "claude-haiku-5-5"}
{"work_id": 7148276906, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.9, "rationale": "Quantum state preparation algorithm combining VQAs and adiabatic preparation.", "model": "claude-haiku-5-5"}
{"work_id": 2995678717, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.9, "rationale": "Continuous dynamical decoupling to protect qudit quantum gates from noise.", "model": "claude-haiku-5-5"}
{"work_id": 4387681983, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Bayesian optimization of QAOA parameters on quantum circuits.", "model": "claude-haiku-5-5"}
{"work_id": 4387559660, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Hybrid classical-quantum state loading of probability distributions on IBM quantum hardware.", "model": "claude-haiku-5-5"}
{"work_id": 4400297779, "categories": ["quantum_computing", "ml_theory"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Quantum machine learning with entangled data and no-free-lunch analysis of prediction error.", "model": "claude-haiku-5-5"}
{"work_id": 2755062554, "categories": ["quantum_computing", "computer_architecture"], "primary": "quantum_computing", "confidence": 0.4, "rationale": "Single-photon temporal-spectral characterization for quantum optical technologies; experimental quantum photonics, weakly CS.", "model": "claude-haiku-5-5"}
{"work_id": 4404573991, "categories": ["quantum_computing", "computational_complexity"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Entanglement robustness in quantum networks related to graph connectivity; quantum information theory with combinatorial asymptotics.", "model": "claude-haiku-5-5"}
{"work_id": 4402268320, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Topological features of entangled states relevant to quantum technologies and noise robustness; quantum information framing.", "model": "claude-haiku-5-5"}
{"work_id": 4410302895, "categories": ["quantum_computing", "computational_complexity"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Learning quantum processes with query complexity lower bounds and quantum hardware security application.", "model": "claude-haiku-5-5"}
{"work_id": 4221156287, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Quantum error correction in the 3D surface code with non-Pauli errors and magic state preparation.", "model": "claude-haiku-5-5"}
{"work_id": 4297796489, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.75, "rationale": "Photon-pair high-dimensional entanglement generation for quantum information; photonic quantum technology.", "model": "claude-haiku-5-5"}
{"work_id": 7110562677, "categories": ["quantum_computing", "scientific_computing"], "primary": "quantum_computing", "confidence": 0.8, "rationale": "Tensor network simulation of quantum circuits with VQE implementation and application to vehicle routing.", "model": "claude-haiku-5-5"}
{"work_id": 4389163069, "categories": ["quantum_computing", "applied_cryptography"], "primary": "quantum_computing", "confidence": 0.8, "rationale": "Semi-quantum random number generation with security proof; quantum cryptography.", "model": "claude-haiku-5-5"}
{"work_id": 2996620206, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.85, "rationale": "Generation of photonic linear cluster states from a single photon emitter for one-way quantum computing.", "model": "claude-haiku-5-5"}
{"work_id": 4393118756, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.8, "rationale": "Quantum algorithms to probe quantum geometric tensor on IBM quantum computers, variational and imaginary-time methods.", "model": "claude-haiku-5-5"}
{"work_id": 4401437211, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.7, "rationale": "Educational simulation of decoherence in superconducting qubits with Lindblad master equation.", "model": "claude-haiku-5-5"}
{"work_id": 7127900880, "categories": ["quantum_computing"], "primary": "quantum_computing", "confidence": 0.9, "rationale": "Improved Rodeo algorithm time sampling for spectrum computation and state preparation.", "model": "claude-haiku-5-5"}
{"work_id": 4390533496, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.5, "rationale": "Feature stores are data management infrastructure for ML pipelines; closest fit is database systems, though it is ML-systems oriented.", "model": "claude-haiku-5-5"}
{"work_id": 7162347486, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "Flash translation layer address mapping in SSD hardware/firmware is storage architecture.", "model": "claude-haiku-5-5"}
{"work_id": 4394871762, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.9, "rationale": "OS compatibility layers for applications on new operating systems.", "model": "claude-haiku-5-5"}
{"work_id": 3023238978, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.8, "rationale": "Cloud resource provisioning and limit specification to reduce wastage.", "model": "claude-haiku-5-5"}
{"work_id": 2964142687, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.55, "rationale": "SSD data layout and read performance across parallel units is storage hardware/system design; could also be operating_systems.", "model": "claude-haiku-5-5"}
{"work_id": 4400484472, "categories": ["hci"], "primary": "hci", "confidence": 0.6, "rationale": "Augmented reality mobile app for visitor guidance in museums, with user-experience focus.", "model": "claude-haiku-5-5"}
{"work_id": 4391306053, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.6, "rationale": "Inter-cloud data transfer performance with adaptive buffering between compute and storage clouds.", "model": "claude-haiku-5-5"}
{"work_id": 4292057429, "categories": ["information_retrieval", "computer_networks"], "primary": "computer_networks", "confidence": 0.4, "rationale": "Private information retrieval over distributed storage codes; closer to coding/storage networking, with privacy aspect but not privacy_preserving_computation primarily; low confidence.", "model": "claude-haiku-5-5"}
{"work_id": 3027986714, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.75, "rationale": "New operating system architecture blending distributed OS and unikernel ideas.", "model": "claude-haiku-5-5"}
{"work_id": 4254652521, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.35, "rationale": "Optical storage hardware and servo systems; hardware-oriented but not clearly within core categories.", "model": "claude-haiku-5-5"}
{"work_id": 7204340147, "categories": ["cloud_computing", "cybersecurity", "operating_systems"], "primary": "cybersecurity", "confidence": 0.6, "rationale": "Confidential VMs with SEV memory encryption against malicious hypervisors in cloud nested virtualization; security of VM isolation is the core contribution, with cloud and OS-level virtualization aspects.", "model": "claude-haiku-5-5"}
{"work_id": 4225872280, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Practical book chapter on Ansible modules for server administration; not a research contribution clearly in a CS category beyond general systems tooling, so no category assigned.", "model": "claude-haiku-5-5"}
{"work_id": 3189882660, "categories": [], "primary": null, "confidence": 0.9, "rationale": "Commercial price list for VMware licenses; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 4224674551, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Statistical distribution modelling of COVID-19 waves; statistics/epidemiology rather than computer science.", "model": "claude-haiku-5-5"}
{"work_id": 4406461284, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.6, "rationale": "Experimental characterization of read disturb in 3D NAND flash memory hardware, relevant to memory system design and reliability.", "model": "claude-haiku-5-5"}
{"work_id": 4293193165, "categories": ["computer_architecture"], "primary": "computer_architecture", "confidence": 0.4, "rationale": "Digital predistortion for RF power amplifier linearization is signal-processing hardware; closest fit is computer_architecture/embedded hardware, low confidence.", "model": "claude-haiku-5-5"}
{"work_id": 3033055137, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.8, "rationale": "File system design with many-to-one file-to-metadata mapping, a storage systems contribution in OS territory.", "model": "claude-haiku-5-5"}
{"work_id": 3167972790, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.6, "rationale": "Describes NTFS hidden features (ADS, hard links, junctions) for digital media collectors; file system topic, though practical and lightweight.", "model": "claude-haiku-5-5"}
{"work_id": 7117899816, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Theoretical socio-political framework about post-crisis regimes; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 3095048882, "categories": ["database_systems", "operating_systems"], "primary": "operating_systems", "confidence": 0.6, "rationale": "I/O deduplication for primary storage systems in the cloud, implemented in the Linux kernel; storage system performance with data management aspects.", "model": "claude-haiku-5-5"}
{"work_id": 4380875641, "categories": ["ml_theory", "database_systems"], "primary": "ml_theory", "confidence": 0.3, "rationale": "NILM appliance classification with feature selection fusion and Bayesian optimization; primarily a signal/ML classification application, weakly fits ML methodology. Could also be speech_audio-free energy application; low confidence.", "model": "claude-haiku-5-5"}
{"work_id": 4213090496, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.85, "rationale": "IO control for containers in datacenter block storage, kernel-level resource isolation.", "model": "claude-haiku-5-5"}
{"work_id": 2902405086, "categories": ["operating_systems", "database_systems"], "primary": "database_systems", "confidence": 0.7, "rationale": "Full-path indexed file system built on write-optimized dictionaries (BetrFS); storage and key-value dictionary design.", "model": "claude-haiku-5-5"}
{"work_id": 4226300713, "categories": ["cloud_computing"], "primary": "cloud_computing", "confidence": 0.5, "rationale": "Azure Virtual Desktop storage configuration (FSLogix), a cloud desktop service book chapter.", "model": "claude-haiku-5-5"}
{"work_id": 4401508056, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.6, "rationale": "ZNS SSD firmware and I/O stack write ordering; storage device systems, could also be computer_architecture.", "model": "claude-haiku-5-5"}
{"work_id": 3173583453, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.6, "rationale": "Performance comparison of Windows 10 and Linux Mint operating systems.", "model": "claude-haiku-5-5"}
{"work_id": 2901264075, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.6, "rationale": "SMR disk management and cleaning scheme for storage, file/storage system level.", "model": "claude-haiku-5-5"}
{"work_id": 2973989512, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.4, "rationale": "Tiered data storage placement algorithm for files using Kohonen network; storage management, uses neural network tool.", "model": "claude-haiku-5-5"}
{"work_id": 4386952147, "categories": ["distributed_computing"], "primary": "distributed_computing", "confidence": 0.6, "rationale": "Caching for low latency in distributed erasure-coded storage systems with sampling-based cache partitioning.", "model": "claude-haiku-5-5"}
{"work_id": 4387067117, "categories": ["software_engineering"], "primary": "software_engineering", "confidence": 0.3, "rationale": "Practical iOS app persistence options guide; mobile app development topic, weak fit.", "model": "claude-haiku-5-5"}
{"work_id": 3181207510, "categories": ["software_engineering", "hci"], "primary": "hci", "confidence": 0.5, "rationale": "Mobile app for classroom use by teachers; interactive system design for education, with app development aspects.", "model": "claude-haiku-5-5"}
{"work_id": 2894822167, "categories": ["operating_systems"], "primary": "operating_systems", "confidence": 0.3, "rationale": "Benchmarking CernVM-FS file distribution system; a file-system/software-distribution study, low information.", "model": "claude-haiku-5-5"}
{"work_id": 4401070015, "categories": ["ml_theory", "computer_vision"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Statistical method (IVA with bootstrap hypothesis testing) for relationship structure; applied to fMRI, so neuroimaging application is secondary.", "model": "claude-haiku-5-5"}
{"work_id": 4392711967, "categories": ["database_systems", "computer_architecture"], "primary": "computer_architecture", "confidence": 0.5, "rationale": "Provisioning tool for computational storage drive arrays with erasure coding offloaded to CSDs; storage hardware system design.", "model": "claude-haiku-5-5"}
{"work_id": 3097083941, "categories": ["distributed_computing", "software_engineering"], "primary": "distributed_computing", "confidence": 0.4, "rationale": "Scalable online code execution system architecture; a distributed deployable service, with education and competitive programming uses.", "model": "claude-haiku-5-5"}
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{"work_id": 2952324823, "categories": ["scientific_computing"], "primary": "scientific_computing", "confidence": 0.6, "rationale": "Numerical simulation and linear stability analysis of a packed-bed chemical reactor model.", "model": "claude-haiku-5-5"}
{"work_id": 2962975699, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.8, "rationale": "Complexity classification of VCSPs over infinite domains, tractability and NP-hardness.", "model": "claude-haiku-5-5"}
{"work_id": 7169788258, "categories": ["computer_vision", "speech_audio"], "primary": "computer_vision", "confidence": 0.55, "rationale": "YOLO-based detection on time-frequency spectrogram images for radar signal recognition; signal domain may also fit speech_audio-adjacent work but primarily image detection.", "model": "claude-haiku-5-5"}
{"work_id": 2995807397, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.8, "rationale": "Proof of strong NP-hardness for a clustering problem with size constraints.", "model": "claude-haiku-5-5"}
{"work_id": 4409702353, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Survey study of MOOC adoption in health informatics education using UTAUT; social science rather than computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 7148239571, "categories": ["computational_complexity"], "primary": "computational_complexity", "confidence": 0.5, "rationale": "Book on cryptography and Kolmogorov complexity; abstract is minimal, but topic links to complexity theory and cryptography.", "model": "claude-haiku-5-5"}
{"work_id": 3086506771, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Algebraic study of ordered semihypergroups, a mathematics topic rather than computer science.", "model": "claude-haiku-5-5"}
{"work_id": 7154114167, "categories": ["hci"], "primary": null, "confidence": 0.3, "rationale": "Fuzzy Mamdani classifier for IoT-based aquaculture water quality; applied fuzzy logic with IoT sensors, weak fit to any category, so conservatively low-confidence.", "model": "claude-haiku-5-5"}
{"work_id": 4382237584, "categories": ["robotics", "ai_agents"], "primary": "robotics", "confidence": 0.6, "rationale": "Autonomous vehicle decision-making for pedestrian interaction at street crossings; AV as robotic system, with intention-aware agent decision-making.", "model": "claude-haiku-5-5"}
{"work_id": 4313639087, "categories": ["ai_agents", "ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Networked multi-agent control with PID tracking and stability analysis; control theory rather than learning or AI agents, so low confidence and loosely fits ml_theory or agents.", "model": "claude-haiku-5-5"}
{"work_id": 2978699180, "categories": ["computational_biology", "nlp"], "primary": "computational_biology", "confidence": 0.4, "rationale": "Automated model construction from scientific literature via NLP for complex biological/ecological networks with simulation and model checking; mixed framing.", "model": "claude-haiku-5-5"}
{"work_id": 4416034050, "categories": ["ai_agents", "ai_safety", "llm"], "primary": "ai_safety", "confidence": 0.8, "rationale": "Security of LLM-based multi-agent systems: attacks and defenses on MAS roles and topologies.", "model": "claude-haiku-5-5"}
{"work_id": 4387171855, "categories": ["algorithms"], "primary": "algorithms", "confidence": 0.6, "rationale": "Heuristic improvement for numeric AI planning via bounds extraction for LM-cut; heuristic search algorithms.", "model": "claude-haiku-5-5"}
{"work_id": 7202147256, "categories": ["reinforcement_learning", "ai_agents"], "primary": "reinforcement_learning", "confidence": 0.7, "rationale": "Preference-based reward modeling for multi-agent RL to shape emergent behavior.", "model": "claude-haiku-5-5"}
{"work_id": 7171217691, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Social science and tourism labour commentary on agentic AI; not a computer science research contribution.", "model": "claude-haiku-5-5"}
{"work_id": 4281774473, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.5, "rationale": "Feature extraction and selection for efficient time series classification (data mining); the abstract is mostly acknowledgements, so classification is tentative.", "model": "claude-haiku-5-5"}
{"work_id": 7212269269, "categories": ["reinforcement_learning", "robotics"], "primary": "reinforcement_learning", "confidence": 0.45, "rationale": "Update admission auditing for continual embodied agents with policy updates and replay; RL-centred continual learning with embodied robot context.", "model": "claude-haiku-5-5"}
{"work_id": 4225668571, "categories": ["nlp", "hci"], "primary": "hci", "confidence": 0.5, "rationale": "Chatbots as conversational agents for learning and coaching, focusing on user interaction and educational systems.", "model": "claude-haiku-5-5"}
{"work_id": 3095072217, "categories": ["ai_agents", "cloud_computing"], "primary": "ai_agents", "confidence": 0.3, "rationale": "Multi-agent simulation platform for urban mobility during COVID-19; not clearly CS core category. Multi-agent system is the main technique, but application is transport planning; low confidence.", "model": "claude-haiku-5-5"}
{"work_id": 2968942120, "categories": ["database_systems"], "primary": "database_systems", "confidence": 0.5, "rationale": "Framework for publishing interconnected open linked data from heterogeneous sources, semantic web data integration.", "model": "claude-haiku-5-5"}
{"work_id": 7130252400, "categories": [], "primary": null, "confidence": 0.8, "rationale": "Business and marketing study of AI adoption by small businesses; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 2911791709, "categories": [], "primary": null, "confidence": 0.6, "rationale": "E-learning course development for storage administration training; educational rather than CS research contribution, no clear category fit.", "model": "claude-haiku-5-5"}
{"work_id": 4412987259, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.4, "rationale": "Data-driven model-free control of multi-agent consensus with ESO and Lyapunov stability; control theory, closest to ML-free control theory, low fit to ontology.", "model": "claude-haiku-5-5"}
{"work_id": 4289360054, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.4, "rationale": "Minimax and alpha-beta game AI for Gonu game; game-playing search, closest category is agents/planning for acting.", "model": "claude-haiku-5-5"}
{"work_id": 3128896073, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Information systems literature review methodology for theory building; not in the ontology's CS categories.", "model": "claude-haiku-5-5"}
{"work_id": 3037034904, "categories": [], "primary": null, "confidence": 0.5, "rationale": "Transportation policy simulation of NYC transit reopening; transportation engineering rather than CS category.", "model": "claude-haiku-5-5"}
{"work_id": 3014047513, "categories": ["ml_theory"], "primary": null, "confidence": 0.2, "rationale": "Controllability of multiagent systems via lambda-matrix; systems and control theory, not a clear ontology fit.", "model": "claude-haiku-5-5"}
{"work_id": 3122776204, "categories": [], "primary": null, "confidence": 0.2, "rationale": "Containment control of nonlinear multi-agent systems; control theory, no clear ontology category.", "model": "claude-haiku-5-5"}
{"work_id": 7077881861, "categories": ["reinforcement_learning", "ai_agents"], "primary": "reinforcement_learning", "confidence": 0.8, "rationale": "Multi-agent RL in mixed-motive games with gradient adjustment and reward restructuring; core contribution is an RL optimization method.", "model": "claude-haiku-5-5"}
{"work_id": 7160854959, "categories": ["ml_theory"], "primary": null, "confidence": 0.3, "rationale": "Control theory for multi-agent systems with adaptive NN and event-triggering; control engineering rather than CS categories, weakly fits none clearly.", "model": "claude-haiku-5-5"}
{"work_id": 3126546068, "categories": ["ai_agents", "computer_architecture"], "primary": "ai_agents", "confidence": 0.35, "rationale": "Multi-agent system framework for power distribution network protection and self-healing; power systems domain with agent-based control.", "model": "claude-haiku-5-5"}
{"work_id": 2997077628, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.4, "rationale": "Automated negotiation ranking of alternatives by multi-agent systems, with construction domain test case.", "model": "claude-haiku-5-5"}
{"work_id": 3035359449, "categories": ["ai_agents", "computational_biology"], "primary": "ai_agents", "confidence": 0.4, "rationale": "Multiagent methods applied to EEG brain activity recognition; agent-based analysis of neural data.", "model": "claude-haiku-5-5"}
{"work_id": 4212806673, "categories": ["computational_biology"], "primary": "computational_biology", "confidence": 0.5, "rationale": "Reaction-diffusion modeling of Dictyostelium signaling pattern formation; biological modeling with numerical simulation.", "model": "claude-haiku-5-5"}
{"work_id": 4416750122, "categories": ["ai_agents", "reinforcement_learning", "robotics"], "primary": "reinforcement_learning", "confidence": 0.6, "rationale": "Decentralized multi-agent RL for mixed traffic control with robot vehicles at intersections.", "model": "claude-haiku-5-5"}
{"work_id": 2945626893, "categories": ["ai_agents"], "primary": "ai_agents", "confidence": 0.4, "rationale": "Explainable-AI-based generative policy models for autonomous coalition systems at the edge.", "model": "claude-haiku-5-5"}
{"work_id": 2969980661, "categories": ["ai_agents", "computer_networks"], "primary": "computer_networks", "confidence": 0.5, "rationale": "Diffusion protocol for link failure detection and resource utilization in networked multi-agent systems.", "model": "claude-haiku-5-5"}
{"work_id": 4402920523, "categories": ["ml_theory"], "primary": null, "confidence": 0.3, "rationale": "Distributed consensus control for discrete-time multi-agent systems; control theory, weakly fits ai_agents or none.", "model": "claude-haiku-5-5"}
{"work_id": 7137881325, "categories": ["nlp", "llm"], "primary": "llm", "confidence": 0.3, "rationale": "Essay on AI (prompt engineering) in high-school ENEM writing education; not clearly CS research, weakly fits LLM use in education. Conservative low confidence.", "model": "claude-haiku-5-5"}
{"work_id": 7218192222, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Educational use of NetLogo multi-agent simulations to teach complex systems properties; primarily education research, not clearly CS category.", "model": "claude-haiku-5-5"}
{"work_id": 2898995053, "categories": ["hci"], "primary": "hci", "confidence": 0.4, "rationale": "Literature study of game characteristics of electronic negotiations in negotiation support systems; IS/HCI-oriented.", "model": "claude-haiku-5-5"}
{"work_id": 3037046004, "categories": ["computer_vision", "hci"], "primary": "computer_vision", "confidence": 0.5, "rationale": "Collaborative satellite image analysis tool with retrainable neural networks and human-AI feedback loops for humanitarian mapping.", "model": "claude-haiku-5-5"}
{"work_id": 4416453808, "categories": ["ai_agents", "llm"], "primary": "ai_agents", "confidence": 0.8, "rationale": "LLM-based multi-agent system design framework with task decomposition and controller-mediated subtasks.", "model": "claude-haiku-5-5"}
{"work_id": 4362606359, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.5, "rationale": "Formal framework for causal games combining causal inference and game theory; closest to causal inference/probabilistic models, with game-theoretic aspects.", "model": "claude-haiku-5-5"}
{"work_id": 3004892764, "categories": ["hci"], "primary": "hci", "confidence": 0.7, "rationale": "Interview study on conversational agents' affordances and effects on customers and employees; user/organisational study.", "model": "claude-haiku-5-5"}
{"work_id": 4390619203, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Socioeconomic overview of distance education growth in Brazil; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 2898910837, "categories": ["ai_safety", "reinforcement_learning"], "primary": "deep_learning_architectures", "confidence": 0.3, "rationale": "Adaptive fuzzy control of nonlinear multiagent systems with delays; control theory, weakly fits ML categories. Low confidence, primary set to a best fit.", "model": "claude-haiku-5-5"}
{"work_id": 7219983900, "categories": [], "primary": null, "confidence": 0.7, "rationale": "Information science study of Brazilian land tenure information regime; not computer science research.", "model": "claude-haiku-5-5"}
{"work_id": 7132739348, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.8, "rationale": "Defeasible reasoning and KLM-style logics for conditional entailment is formal knowledge representation/logic framed as principled reasoning theory; closest fit is ml_theory, though it is logic-oriented.", "model": "claude-haiku-5-5"}
{"work_id": 7162579366, "categories": ["autonomous_scientific_discovery", "ai_agents", "llm"], "primary": "autonomous_scientific_discovery", "confidence": 0.9, "rationale": "Autonomous research agent system producing papers with verifiability audits; core is AI-driven scientific process.", "model": "claude-haiku-5-5"}
{"work_id": 2920799053, "categories": [], "primary": null, "confidence": 0.6, "rationale": "Book chapter on history and analysis of Hex and Go game-playing programs; not clearly within any ontology category.", "model": "claude-haiku-5-5"}
{"work_id": 7164056265, "categories": ["ai_agents", "llm", "software_engineering"], "primary": "ai_agents", "confidence": 0.8, "rationale": "Design patterns for compound multi-agent LLM systems with tool agents in an engineering workflow.", "model": "claude-haiku-5-5"}
{"work_id": 7153320825, "categories": ["ai_agents", "generative_ai"], "primary": "ai_agents", "confidence": 0.6, "rationale": "Multi-agent AI system automating documentary video production pipeline; involves video generation/editing.", "model": "claude-haiku-5-5"}
{"work_id": 4415035946, "categories": ["ai_agents", "llm", "scientific_computing"], "primary": "ai_agents", "confidence": 0.7, "rationale": "LLM-based cooperative agents for explainable property prediction in quantum chemistry and materials science.", "model": "claude-haiku-5-5"}
{"work_id": 2993634112, "categories": ["hci"], "primary": "hci", "confidence": 0.5, "rationale": "Educational study on mobile learning and computational thinking with students; closest is HCI/learning technology, weakly fits.", "model": "claude-haiku-5-5"}
{"work_id": 7154382442, "categories": ["ai_agents", "reinforcement_learning", "llm"], "primary": "reinforcement_learning", "confidence": 0.8, "rationale": "Multi-agent RL training of LLM agents for social deduction with reward optimization.", "model": "claude-haiku-5-5"}
{"work_id": 7214219730, "categories": ["ml_theory"], "primary": "ml_theory", "confidence": 0.5, "rationale": "Control-theoretic analysis of finite-time bounded consensus in multi-agent systems; closest fit is theory, though it is systems control rather than ML.", "model": "claude-haiku-5-5"}
{"work_id": 7124257480, "categories": ["reinforcement_learning", "ai_agents"], "primary": "reinforcement_learning", "confidence": 0.9, "rationale": "Cooperative multi-agent RL experience replay and reward decomposition method.", "model": "claude-haiku-5-5"}