WP44: Part V (Agent E, 98 refs), Part IX results (21 tables), taxonomy validation metrics, KG extraction (11,086 works, 6.16 USD), A-008; work paused by the PI 2026-11-03 ~21:00

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

Simon-Pierre Boucher committed 35 min ago (Nov 4, 2026) parent 10f8005 Browse files

8 changed files +6,054 −0

added data/metadata/extraction_usage_claude-sonnet-5-5.json +6 −0

++{
++ "model": "claude-sonnet-5-5",
++ "calls": 275,
++ "cost_usd": 6.16,
++ "works_done": 1460
++}
+ \ No newline at end of file

modified protocol/amendments.csv +1 −0

				`@@ -7,3 +7,4 @@ A-004,2026-11-03,3,"Knowledge-graph extraction from abstracts of the high-priori`
7	A-005,2026-11-03,1,"Exclusion code E7 redefined as the generic-deposit exclusion (A-002); the CS penumbra is a membership flag, not an exclusion code","Part IV writer found the protocol and code labels inconsistent",executing agent (pending PI)	7	A-005,2026-11-03,1,"Exclusion code E7 redefined as the generic-deposit exclusion (A-002); the CS penumbra is a membership flag, not an exclusion code","Part IV writer found the protocol and code labels inconsistent",executing agent (pending PI)
8	A-006,2026-11-03,1,"CS-core rule: an arXiv primary category cs.* is a sufficient membership signal (previously required a CS topic as well, which excluded the arXiv-linked works recovered by the second pass); PRISMA partition core + penumbra + neither asserted","Agent K found 6,263 post-exclusion records in neither set and the clause unreachable for second-pass works",executing agent (pending PI)	8	A-006,2026-11-03,1,"CS-core rule: an arXiv primary category cs.* is a sufficient membership signal (previously required a CS topic as well, which excluded the arXiv-linked works recovered by the second pass); PRISMA partition core + penumbra + neither asserted","Agent K found 6,263 post-exclusion records in neither set and the clause unreachable for second-pass works",executing agent (pending PI)
9	A-007,2026-11-03,1,"The OpenAlex API increment (works published 2026-10-01 → 2026-11-02 fetched after the snapshot; raw pages archived, 64/65 day-slices, 1 truncated) is NOT merged into the analytical corpus of version 1.0; the effective end of the corpus is the snapshot date 2026-10-14 and the 2026 series are flagged incomplete","merging would require a fourth corpus build after classification had started; the increment is kept for the next version and listed as a limitation",executing agent (pending PI)	9	A-007,2026-11-03,1,"The OpenAlex API increment (works published 2026-10-01 → 2026-11-02 fetched after the snapshot; raw pages archived, 64/65 day-slices, 1 truncated) is NOT merged into the analytical corpus of version 1.0; the effective end of the corpus is the snapshot date 2026-10-14 and the 2026 series are flagged incomplete","merging would require a fourth corpus build after classification had started; the increment is kept for the next version and listed as a limitation",executing agent (pending PI)
		10	+A-008,2026-11-03,4,"pivot_table without aggfunc averaged the (year, period) rows of category_counts_yearly in 04_diversity_cagr.py and fig_category_growth (fixed with aggfunc=sum; CAGR, diversity, share CIs and growth index regenerated)","found by the Part IX writer and Agents F/G/H",executing agent (pending PI)

added taxonomy/validation/disagreements.csv +659 −0

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++4396572044,Multi-sensor data fusion-enabled lightweight convolutional double regularization contrast transformer for aerospace bearing small samples fault diagnosis,[],,['deep_learning_architectures'],['deep_learning_architectures'],False
++4412353443,Mapping Urban Villages in Beijing–Tianjin–Hebei Core Cities Through a Dual-Stage Fusion of Individual Building Footprints and Glimmer Imagery,[],,['computer_vision'],['computer_vision'],False
++2806158045,COMPARATIVE STUDY OF MAMDANI AND 1 ST -ORDER TAKAGI SUGENO KANG TYPE FUZZY LOGIC CONTROLLERS FOR CONTROLLING THE RIGID GANTRY CRANE SYSTEM,[],,[],['robotics'],False
++2982518672,A Stochastic Wireline Communication System,[],,['computer_architecture'],['computer_networks'],False
++2990710531,Simulation and experiment of small ball suspension height control system,[],,['robotics'],[],False
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++7139130213,"Modelling of cycle times for mobile racks AS/RS for functioning costs optimisation, energy costs targeted",[],,['computer_architecture'],[],False
++4409248967,Sampling and Layout of OPM Arrays for MCG Based on the Sampling Theorem,[],,['computer_architecture'],[],False
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++2803291160,Early Public Responses to the Zika-Virus on YouTube,[],,[],['hci'],False
++4236001208,ARMA Models,[],,['ml_theory'],[],False
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++4396949355,New Insights into the Random Telegraph Noise (RTN) in FinFETs at Cryogenic Temperature,[],,['computer_architecture'],['computer_architecture'],False
++3201351346,A Highly Efficient CMOS Rectifier for Ultra-Low-Power Ambient RF Energy Harvesting,[],,['computer_architecture'],['computer_architecture'],False
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++4285808510,A MOBILE TREASURE HUNT GAME FOR LANGUAGE LEARNING,[],,[],['hci'],False
++4377195986,Asynchronous event-triggered guaranteed cost control of two-dimensional Markov jump Roesser systems,[],,['ml_theory'],[],False
++4312554546,A Cross Regulation Reduced Multi-Output and Multi-VCR Piezoelectric Energy Harvesting System Using Shared Capacitors,[],,['computer_architecture'],['computer_architecture'],False
++2994665920,Towards Improved Field Application of Using Distributed Temperature Sensing for Soil Moisture Estimation: A Laboratory Experiment,[],,['computer_architecture'],[],False
++7201179105,A Model of Information Influences on the Base of Rectangular Stochastic Matrices in Chains of Reasoning with Possible Contradictions,[],,[],['ml_theory'],False
++7148607934,ATTRACTIVE - Autonomous train transponder alerting cross track intercepting vehicles,[],,"['computer_networks', 'robotics']",['robotics'],False
++4387754658,ON THE STABILITY OF SOLUTIONS FOR THE SEMI-AFFINE VARIATIONAL INEQUALITIES IN HILBERT SPACES,[],,['ml_theory'],[],False
++2943056810,Analysis of Coexistence Phenomena in Piecewise-Constant Oscillators Coupled by Hysteresis Elements,[],,['deep_learning_architectures'],[],False
++3036170140,Perancangan Sistem Informasi E-commerce pada PT Jati Jaya Nirachi Tangerang,[],,['database_systems'],['software_engineering'],False
++3159931479,Understanding employees' response to work-related after-hours use of instant messaging apps: a stress and coping perspective,[],,[],['hci'],False
++7166124027,"Empirical Estimation of Urban Photovoltaic Potential: Integrating Daily Weather Variability and Directional Scaling in Salzburg, Austria",[],,['sustainable_computing'],[],False
++2889050697,Multi-Energy Scheduling Using a Hybrid Systems Approach,[],,['ai_agents'],[],False
++4407389586,Robust and precision small-angle measurement through the speckle pattern imaging technique,[],,['computer_vision'],[],False
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++2899278391,A Machine-Learning Approach for Detection and Quantification of QRS Fragmentation,[],,['computational_biology'],['computational_biology'],False
++3217539441,Yes! I Want My Non-Cognitive Skills to Be Improved: Perceptions on an ICT-Enabled Learning Journey,[],,[],['hci'],False
++7172412385,Conjugation invariants determine the metacommutation permutation only up to relabelling,[],,['computational_complexity'],[],False
++4413050241,Development of AI Models for Early Prediction of Preterm Birth,[],,['deep_learning_architectures'],['computational_biology'],False
++2899602491,How can technology enhance elderly adherence to self-managed treatment plan?,[],,['hci'],['hci'],False
++4383695424,Joint Discrete Universality in the Selberg–Steuding Class,[],,['ml_theory'],[],False
++4405194088,Notes on variation and lexical diachrony in the Parish Memories-Alentejo collection (1758),[],,['nlp'],['nlp'],False
++4395448276,A review of the application of artificial intelligence in South African Higher Education,[],,['nlp'],[],False
++2990253946,Evacuation Supporting System Based on IoT Components †,[],,['edge_computing'],"['algorithms', 'edge_computing']",False
++4405738901,Chimera states in systems of superdiffusively coupled neurons,[],,['scientific_computing'],[],False
++4210484898,Research on Variable Parameter Drilling Method of Ti-CFRP-Ti Laminated Stacks Based on Real-Time Sensing of Drilling Axial Force,[],,['computer_architecture'],[],False
++4386047869,"Infrared hyperspectral analysis for non-invasive, inline fat content determination in bakery products",[],,['computer_vision'],['computer_vision'],False
++3168268628,Supporting Collaboration with Forgetting Curves,[],,['information_retrieval'],['hci'],False
++2947916735,Multicriteria Model of Students’ Knowledge Diagnostics Based on the Doubt Measuring Level Method for E&M Learning,[],,['hci'],['hci'],False
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++4406799739,A Study on Mixed Variational-like Inequality Under Generalized Quasimonotonicity in Banach Spaces,[],,[],['algorithms'],False
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++4388634849,‘I pretend to be an ideal woman just to keep their mouths shut’: Bangladeshi women’s contestation of abuse through social media platforms,[],,[],['hci'],False
++4411680001,Innovative Research on the Role of Artificial Intelligence in Cultivating Imagination in Children's Creative Art Activities,[],,['hci'],['hci'],False
++3206918036,Copernicus Global Land Service Quality Assessment – Better Good Than Sorry!,[],,['computer_vision'],[],False
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++2775587204,The Role of Social Networking Sites as Information Sources in the Educational - Learning Process from the Perspective of a Sample of Jordan University Students,['computer_networks'],computer_networks,[],[],False
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++4285254984,An impact of ontology-based service-oriented ecosystems on digital transformation of railway transport and engineering education,['nlp'],nlp,['hci'],[],False
++4361006333,"Root cause prediction for failures in semiconductor industry, a genetic algorithm–machine learning approach","['compilers', 'ml_theory', 'nlp']",nlp,"['computer_architecture', 'ml_theory']",['nlp'],False
++4399923297,IMPLEMENTASI CHAT BOT BERBASIS TEORI KEPRIBADIAN HIPPOCRATES YANG TERINTEGRASI WEB,['nlp'],nlp,['hci'],"['hci', 'nlp']",False
++7169949244,Análisis de la Sostenibilidad en la Moda. Análisis de Sentimientos en los Comentarios de YouTube,['nlp'],nlp,['nlp'],[],False
++7204475324,"Students’ use of artificial intelligence in higher education, and their reflections on that use: an interview study",['nlp'],nlp,[],['hci'],False
++2948072807,Electronically Tunable Reflection Type Phase Shifters,['hci'],hci,['computer_architecture'],[],False
++7171785185,Insights from Eye-Tracking Technology in Infants with or at Risk of a Motor Disability: A Systematic Review,"['computer_vision', 'database_systems', 'hci']",hci,[],[],False
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++7135288805,L'impact de réseau social Facebook sur l’écriture des jeunes algériens,['hci'],hci,[],[],False
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++4409620177,Students' Perception on The Use of Pear Deck on English Learning,['hci'],hci,[],[],False
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++7198871956,Tengger Communities Creativity and Language Preservation in Text-Speak on the WhatsApp Social Media Platform,['hci'],hci,[],[],False
++2911964379,Quality Control in Crowdsourcing Using Sequential Zero-Determinant Strategies,"['distributed_computing', 'hci', 'information_retrieval']",hci,"['information_retrieval', 'reinforcement_learning']",['algorithms'],False
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++7161768941,"English address terms in Australian, British and North American English on Twitter/X",['hci'],hci,[],[],False
++4413188996,BRECHA DIGITAL EN LA ENSEÑANZA: LA IMPERIOSA NECESIDAD DE FORMACIÓN TECNOLÓGICA DOCENTE PARA LA EDUCACIÓN DEL SIGLO XXI,['hci'],hci,[],[],False
++7216627434,PELATIHAN PEMBUATAN DAN PENGGUNAAN MATEMATIKA KREATIF AUGMENTED REALITY SEBAGAI MEDIA PEMBELAJARAN GEOMETRI BAGI GURU DAN MAHASISWA PGSD,['hci'],hci,[],[],False
++4400230898,An Intracortical Wireless Bidirectional Brain-Computer Interface with High Data Density,['hci'],hci,['computer_architecture'],['computer_architecture'],False
++4404037745,SPIR with Colluding and Non-Replicated Servers from a Noisy Channel,"['applied_cryptography', 'cybersecurity', 'information_retrieval', 'privacy_preserving_computation']",privacy_preserving_computation,"['applied_cryptography', 'computational_complexity']",['privacy_preserving_computation'],False
++7214618239,Persona-Based Adversarial Fraud Transaction Generation Framework for Dynamic Evaluation of AI-Based Fraud Detection Systems,['privacy_preserving_computation'],privacy_preserving_computation,"['ai_safety', 'cybersecurity', 'generative_ai', 'nlp']","['cybersecurity', 'llm']",False
++7165521315,Optimal mechanisms for selling market segmentation,['privacy_preserving_computation'],privacy_preserving_computation,['ml_theory'],['algorithms'],False
++7125647931,ЗМІЦНЕННЯ ІНФОРМАЦІЙНОЇ БЕЗПЕКИ ТА КОНФІДЕНЦІЙНОСТІ ПЕРСОНАЛЬНИХ ДАНИХ З ВИКОРИСТАННЯМ ШІ,['privacy_preserving_computation'],privacy_preserving_computation,[],[],False
++3093013316,"COVID-19, Public Management and Type 1 Errors","['cybersecurity', 'privacy_preserving_computation']",privacy_preserving_computation,[],['privacy_preserving_computation'],False
++3012891874,Statistical Analysis of Identity Risk of Exposure and Cost Using the Ecosystem of Identity Attributes,"['cybersecurity', 'privacy_preserving_computation']",privacy_preserving_computation,"['database_systems', 'privacy_preserving_computation']",['cybersecurity'],False
++4415149235,Target and Non-target Category Classification from GPS and Check-in Data,"['cybersecurity', 'privacy_preserving_computation']",privacy_preserving_computation,"['information_retrieval', 'ml_theory']",['database_systems'],False
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++4382045981,“It may be a pain in the backside but...” Insights into the resilience of business after GDPR,['privacy_preserving_computation'],privacy_preserving_computation,[],['privacy_preserving_computation'],False
++4388951965,The study of PGP web of trust based on social network analysis,"['applied_cryptography', 'privacy_preserving_computation']",privacy_preserving_computation,"['cybersecurity', 'information_retrieval']",['cybersecurity'],False
++7165783687,"When AI Conversations Become Advertising Data: Algorithmic Trust, Privacy Calculus, and Purchase Intention in GenAI-Personalized Social Commerce","['algorithms', 'generative_ai', 'privacy_preserving_computation']",privacy_preserving_computation,['hci'],['hci'],False
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++4386192152,Development of Expert System Application to Detect Chicken Disease using the Forward Chaining Method,['privacy_preserving_computation'],privacy_preserving_computation,['ai_safety'],[],False
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++3090747742,Modeling Product Manufacturing Reliability with Quality Variations Centered on the Multilayered Coupling Operational Characteristics of Intelligent Manufacturing Systems,['edge_computing'],edge_computing,[],[],False
++4214663994,Notice of Violation of IEEE Publication Principles: Affirmative Fusion Process for Improving Wearable Sensor Data Availability in Artificial Intelligence of Medical Things,"['computer_networks', 'edge_computing']",edge_computing,['computational_biology'],['computational_biology'],False
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++3199685485,A Fast Wake-Up and High Accuracy Sensor Interface by Synchronous Sampling with Power-Efficient Switching Regulator,['edge_computing'],edge_computing,['computer_architecture'],['computer_architecture'],False
++4401883192,Machine Learning-Driven Smart Discovery in IoT-Enabled Environments,"['computer_networks', 'cybersecurity', 'edge_computing', 'privacy_preserving_computation']",edge_computing,['ml_theory'],[],False
++3184417063,CALM: Contactless Accurate Load Monitoring via Modality Distillation,['edge_computing'],edge_computing,"['ml_theory', 'speech_audio']",['deep_learning_architectures'],False
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++4411194662,Security-Based Distributionally Robust Optimization Self-Triggered SMPC for Constrained Cyber–Physical Systems Subject to Unknown Disturbances and Denial-of-Service Attacks,"['cybersecurity', 'edge_computing', 'scientific_computing']",edge_computing,"['ai_safety', 'ml_theory']",[],False
++4281719112,NanoElectroOptical Nose (NEONOSE) for the detection of Climate Change gases,"['computer_architecture', 'edge_computing']",edge_computing,['computer_architecture'],[],False
++4410459414,A Literature Review Framework and Open Research Challenges for Predictive Maintenance in industry 4.0,['edge_computing'],edge_computing,"['database_systems', 'ml_theory']",[],False
++4200300237,Millions of records leaked as T-Mobile is breached for the sixth time in four years,['cybersecurity'],cybersecurity,[],['cybersecurity'],False
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++2995203890,New Image Watermarking Algorithm Based on DWT and Pixel Movement Function PMF,"['computer_vision', 'cybersecurity', 'scientific_computing']",cybersecurity,['computer_vision'],['cybersecurity'],False
++4393105534,Media Pembelajaran Seks Untuk Remaja,['cybersecurity'],cybersecurity,[],[],False
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++4253254765,Working with Tables,['software_engineering'],software_engineering,[],[],True
++4386014351,Framework for usage potential for Digital Procurement in the Construction Industry,['software_engineering'],software_engineering,['information_retrieval'],[],False
++4280590664,Business Transformation Project’s Holistic Agile Management (BTPHAM),"['programming_languages', 'software_engineering']",software_engineering,[],['software_engineering'],False
++4312839447,Building,['software_engineering'],software_engineering,[],['software_engineering'],False
++4206446312,Decentralized Holonic Control System Model for Line-less Mobile Assembly Systems,['software_engineering'],software_engineering,['ai_agents'],"['ai_agents', 'robotics']",False
++7203691417,Effectiveness of lazy algorithm-based software effort estimation,['software_engineering'],software_engineering,['ml_theory'],['software_engineering'],False
++7162132995,ConTact: Contact-First Antibody CDR Design via Explicit Interface Reasoning,"['distributed_computing', 'software_engineering']",software_engineering,"['computational_biology', 'deep_learning_architectures']","['computational_biology', 'deep_learning_architectures']",False
++2908635758,Paradoxical Simulations to Enhance Education in Mathematics,"['scientific_computing', 'software_engineering']",software_engineering,['nlp'],[],False
++7113083064,"Generative AI in Programming Education : An Interpretive, Sociotechnical Analysis of Student and Teacher Perspectives","['generative_ai', 'llm', 'software_engineering']",software_engineering,['hci'],['hci'],True
++7163811937,Befitting Bootstrap Analysis: The Effect of Imbalance,"['operating_systems', 'scientific_computing', 'software_engineering']",software_engineering,['ml_theory'],['ml_theory'],False
++2931497058,Aplikasi Pemandu Wisata Kabupaten Kepulauan Selayar Menggunakan Google Maps API Pada Platform Android,"['database_systems', 'software_engineering']",software_engineering,['hci'],['software_engineering'],True
++4382935921,On the design of multiplex control to reject disturbances in nonlinear network systems affected by heterogeneous delays,['robotics'],robotics,['ml_theory'],[],False
++3034448848,A Fault Detection and Isolation Design for a Dual Pitot Tube Air Data System,['robotics'],robotics,['computer_architecture'],['robotics'],False
++4394880330,Estimation of All-Day Aerosol Optical Depth in the Beijing–Tianjin–Hebei Region Using Ground Air Quality Data,['robotics'],robotics,['scientific_computing'],['computer_vision'],False
++4307184398,Preservice teachers’ opinion about developing computational thinking in preschool,['robotics'],robotics,['hci'],[],True
++4313227226,Multi-UAV coordinated track planning method based on MSISOS algorithm,['robotics'],robotics,['ai_agents'],"['algorithms', 'robotics']",False
++4382059457,Some agents are more similar than others: customer orientation of frontline robots and employees,"['hci', 'robotics']",robotics,['hci'],[],False
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++ "krippendorff_alpha_masi_claude-haiku-5-5_vs_claude-sonnet-5-5": 0.6711402303757961,
++ "mean_jaccard_claude-haiku-5-5_vs_claude-sonnet-5-5": 0.5519983188139996,
++ "n_disagreements": 658
++}
+ \ No newline at end of file

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spb/wp44_uqo

WP44: Part V (Agent E, 98 refs), Part IX results (21 tables), taxonomy validation metrics, KG extraction (11,086 works, 6.16 USD), A-008; work paused by the PI 2026-11-03 ~21:00

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