================================================================================
MCP-DBLP EXPERIMENT EVALUATION
================================================================================

Loading data files...
Loaded 104 test citations
Loaded 104 ground truth entries
Loaded 104 ground truth mappings
Loaded 58 control output entries
Loaded 100 treatment output entries

Evaluating all 104 citations...
================================================================================

Citation 1: Grassi's paper on computer virus from 2025
  Ground Truth: Ma'mon Abu Hammad and
                   - Fractional Discrete Computer Virus System: Chaos and Complex
  Control: [IM] Incomplete metadata: missing doi, pages
  Treatment: [PM] Perfect match with ground truth

Citation 2: idealized machine paper by Stodden 2024
  Ground Truth: Yantong Zheng and
                  Vict - The Idealized Machine Learning Pipeline {(IMLP)
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 3: Voncila 2025
  Ground Truth: Costin{- - A Novel Connected-Components Algorithm for 2D Binarized Imag
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 4: Sanchez-Viteri et al. 2024
  Ground Truth: William Eduardo Villegas{- - Personalization of Learning: Machine Learning Models for Ada
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 5: Li's clust paper on 3-path vertex
  Ground Truth: Jingrong Chen and
                  Yang - 3-Path Vertex Cover Problem based on the Variable Neighborho
  Control: [CM] Corrupted metadata: DOI mismatch: 10.1007/s10878-025-01285-4 vs 10.1007/S10586-025-05713-2
  Treatment: [NF] No BibTeX entry found in output file

Citation 6: Dronyuk algori25
  Ground Truth: Ivanna Dronyuk - Algorithms for Calculating Generalized Trigonometric Functio
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 7: advantage of machine paper by Levine 2022
  Ground Truth: Zhen Guo and
                  Jung Ki S - Advantage of Machine Learning over Maximum Likelihood in Lim
  Control: [CM] Corrupted metadata: Author corruption (similarity: 0.43)
  Treatment: [PM] Perfect match with ground truth

Citation 8: Cinquemani algori25
  Ground Truth: Aleksander Dabek and
                  L - Advancements in Non-Destructive Detection of Biochemical Tra
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 9: adaptive feature recognition paper by Tang 2022
  Ground Truth: Junfei Tang and
                  Luming - An Adaptive Feature Recognition Algorithm and Its Hardware A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 10: Chen's quantum machine work from 2025
  Ground Truth: Jun Qi and
                  Chao{- - Quantum Machine Learning: An Interplay Between Quantum Compu
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 11: Leoreanu-Fotea's algorithm determining work from 2025
  Ground Truth: Yuming Feng and
                  Violet - Algorithm for Determining the Strong Fuzzy Grade of a Hyperg
  Control: [CM] Corrupted metadata: Author corruption (similarity: 0.60)
  Treatment: [PM] Perfect match with ground truth

Citation 12: Parallel CUDA-Based Optimization of the Intersection...
  Ground Truth: Jiwei Zuo and
                  Junfu Fa - Parallel CUDA-Based Optimization of the Intersection Calcula
  Control: [CM] Corrupted metadata: DOI mismatch: 10.3390/a18030147 vs 10.3390/A18030147, Author corruption (similarity: 0.00)
  Treatment: [PM] Perfect match with ground truth

Citation 13: Waern et al. 2023
  Ground Truth: Jared Duval and
                  Laia T - Reimagining Machine Learning's Role in Assistive Technology 
  Control: [CM] Corrupted metadata: Author corruption (similarity: 0.78)
  Treatment: [NF] No BibTeX entry found in output file

Citation 14: bringing machine paper by Buxmann 2023
  Ground Truth: Luisa Pumplun and
                  Feli - Bringing Machine Learning Systems into Clinical Practice: {A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 15: Model and Data Management for...
  Ground Truth: Weijian Zheng and
                  Hema - Model and Data Management for Machine Learning {(M2ML):
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 16: Garc'{}a-Sanchez algori25
  Ground Truth: Francisco Javier Luque{- - A Comparison of Energy Consumption and Quality of Solutions 
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 17: Assigning Candidate Tutors to...
  Ground Truth: Nikos Karousos and
                  Des - Assigning Candidate Tutors to Modules: {A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 18: Triantafillou algori25
  Ground Truth: Savina Mariettou and
                  C - Artificial Intelligence and Algorithmic Approaches of Health
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 19: McShane's paper on hybrid machine from 2023
  Ground Truth: Sergei Nirenburg and
                  N - Hybrid Machine Learning/Knowledge Base Systems Learning thro
  Control: [PM] Perfect match with ground truth
  Treatment: [PM] Perfect match with ground truth

Citation 20: Tuma's paper on machine learning from 2025
  Ground Truth: Aykut Uzunoglu and
                  Chr - Machine Learning based Algorithm Selection and Genetic Algor
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 21: Chaki ieee25
  Ground Truth: Ananya Ghosh and
                  Jyoti - Fuzzy Enhanced Kidney Tumor Detection: Integrating Machine L
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 22: Ethics in the Age of Algorithms:...
  Ground Truth: Maryam Ghasemaghaei and
                 - Ethics in the Age of Algorithms: Unravelling the Impact of A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 23: Yap ieee25
  Ground Truth: Herrick Han Lin Yeap and
                - Neighboring Predictive Gradient Spatio-Temporal Sequencing A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 24: Mohd's paper on textual criticism machine from 2022
  Ground Truth: Mason Jones and
                  France - Machine Learning in Textual Criticism: An examination of the
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 25: Dojer algori25
  Ground Truth: Adam Cicherski and
                  Ann - AlfaPang: alignment free algorithm for pangenome graph const
  Control: [IM] Incomplete metadata: missing doi, pages
  Treatment: [PM] Perfect match with ground truth

Citation 26: Lei's paper on rapidly-exploring random from 2025
  Ground Truth: Duo Zhao and
                  Qichao Ta - An Adaptive Rapidly-Exploring Random Trees Algorithm Based o
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 27: Hei's paper on multi-objective decision-making from 2025
  Ground Truth: Zhiwei Xie and
                  Zheng T - Multi-objective decision-making method for road network-leve
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 28: Testing a New "Decrypted"...
  Ground Truth: Lance Wallace - Testing a New "Decrypted" Algorithm for Plantower Sensors Me
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 29: framework design paper on intelligent scheduling by Gan 2025
  Ground Truth: Heng Hu and
                  Xiaoming X - Framework design and empirical analysis of intelligent sched
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 30: that familiarity breeds paper by Wang
  Ground Truth: Junwen Hu and
                  Rui Wang - Familiarity Breeds Trust? The Relationship between Dating Ap
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 31: exploring vulnerabilities paper by Voicu 2023
  Ground Truth: Mst. Shapna Akter and
                   - Exploring the Vulnerabilities of Machine Learning and Quantu
  Control: [CM] Corrupted metadata: Author corruption (similarity: 0.41)
  Treatment: [NF] No BibTeX entry found in output file

Citation 32: algorithm computing paper by Kchikech 2025
  Ground Truth: Laila Loudiki and
                  Must - A New Algorithm for Computing the Distance and the Diameter 
  Control: [IA] Incomplete author list (honest incompleteness)
    author: Mustapha Kchikech and others
  Treatment: [PM] Perfect match with ground truth

Citation 33: marine predators algorithm paper by Islam 2025
  Ground Truth: Md Saiful Islam and
                  Tu - Marine Predators Algorithm-Based Robust Composite Controller
  Control: [CM] Corrupted metadata: Author corruption (similarity: 0.70)
  Treatment: [PM] Perfect match with ground truth

Citation 34: breast cancer classification paper by Nassih 2025
  Ground Truth: Rym Nassih and
                  Abdelaz - Breast Cancer Classification Using an Adapted Bump-Hunting A
  Control: [CM] Corrupted metadata: Author corruption (similarity: 0.60)
  Treatment: [PM] Perfect match with ground truth

Citation 35: Wang's paper on linear regression evolutionary from 2025
  Ground Truth: Junxia Ma and
                  Yongxuan - A Linear Regression Prediction-Based Dynamic Multi-Objective
  Control: [CM] Corrupted metadata: Author corruption (similarity: 0.56)
  Treatment: [PM] Perfect match with ground truth

Citation 36: Cabitza int25
  Ground Truth: Lucia Vicente and
                  Hele - Machine learning systems as mentors in human learning: {A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 37: Hsu's paper on hair drawing from 2025
  Ground Truth: Yue Zhang and
                  Nobuo Fu - A Hair Drawing Evaluation Algorithm for Exactness Assessment
  Control: [CM] Corrupted metadata: DOI mismatch: 10.3390/a18030143 vs 10.3390/A18030143, Author corruption (similarity: 0.45)
  Treatment: [PM] Perfect match with ground truth

Citation 38: changing landscape paper by Naik 2023
  Ground Truth: Dishita Naik and
                  Nitin - The Changing Landscape of Machine Learning: {A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 39: hybrid algorithm paper on auvs task by Sun 2024
  Ground Truth: Guanfeng Ji and
                  Zhuo Z - Hybrid Algorithm Research Based on Improved Genetic Algorith
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 40: the sa-net leveraging paper from 2025
  Ground Truth: Yuxiang Shao and
                  Longy - SA-Net: Leveraging Spatial Correlations Spatial-Aware Net fo
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 41: training algorithm paper by Carcangiu 2025
  Ground Truth: Sara Carcangiu and
                  Aug - A Training Algorithm for Locally Recurrent Neural Networks B
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 42: that robust client paper by Tamee
  Ground Truth: Pramote Sittijuk and
                  N - Robust Client Selection Strategy Using an Improved Federated
  Control: [CM] Corrupted metadata: DOI mismatch: 10.3390/a18020118 vs 10.3390/A18020118, Author corruption (similarity: 0.57)
  Treatment: [PM] Perfect match with ground truth

Citation 43: Kameyama 2025
  Ground Truth: Maxim Zhabinets and
                  Be - Synthetic Data-Based Algorithm Selection for Medical Image C
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 44: Teede's paper on comparison machine from 2023
  Ground Truth: Yitayeh Belsti and
                  Lis - Comparison of machine learning and conventional logistic reg
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 45: Karabatak et al. 2023
  Ground Truth: Zeynep Ozpolat and
                  Mur - Exploring the Potential of Quantum-Based Machine Learning: {
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 46: exploring effects paper on literacy interventions by Yin 2022
  Ground Truth: Chun{- - Exploring the Effects of Machine Learning Literacy Intervent
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 47: Chen's paper on two-stage stock machine from 2022
  Ground Truth: Manrui Jiang and
                  Lifen - The two-stage machine learning ensemble models for stock pri
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 48: Belhaouari 2025
  Ground Truth: Abdelouahed Hamdi and
                   - Comparative Analysis of Artificial Neural Networks and Evolu
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 49: that pufferfish cost-aware paper by Kumar
  Ground Truth: Saravanan Madderi Sivalingam and
        - Pufferfish: Cost-aware based task scheduling algorithm using
  Control: [IM] Incomplete metadata: missing pages
  Treatment: [PM] Perfect match with ground truth

Citation 50: Zogic et al. 2022
  Ground Truth: Vani Rajasekar and
                  Sat - Ensemble Machine Learning Methods to Predict the Balancing o
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 51: Druchok et al. 2024
  Ground Truth: Andrij A. Rovenchak and
                 - Machine learning-assisted search for novel coagulants: When 
  Control: [IM] Incomplete metadata: missing doi
  Treatment: [PM] Perfect match with ground truth

Citation 52: Jin's paper on hipaco positioning from 2025
  Ground Truth: Yiying Zhao and
                  Baohua - {HIPACO:
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 53: Rosenberg-Kima's paper on teaching machine from 2021
  Ground Truth: Koby Mike and
                  Rinat B. - Teaching Machine Learning to Computer Science Preservice Tea
  Control: [IM] Incomplete metadata: missing doi
  Treatment: [PM] Perfect match with ground truth

Citation 54: sample size effects paper by Yang 2024
  Ground Truth: Shilong Yang and
                  Jiaya - Sample size effects on landslide susceptibility models: {A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 55: Roy's paper on beamforming optimization from 2025
  Ground Truth: Bidisha Dhara and
                  Moni - Beamforming optimization via quantum algorithms using Variat
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 56: Carrion et al. 2025
  Ground Truth: Areej Alatawi and
                  Ebru - Interactive Visual Learning in Machine Learning: {A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 57: pendulum search paper by Aziz 2022
  Ground Truth: Nor Azlina Bt Ab. Aziz and
              - Pendulum Search Algorithm: An Optimization Algorithm Based o
  Control: [IA] Incomplete author list (honest incompleteness)
    author: Kamarulzaman Ab. Aziz and others
  Treatment: [PM] Perfect match with ground truth

Citation 58: Baamonde-Lozano et al. 2021
  Ground Truth: Eduardo Mosqueira{- - Integrating Iterative Machine Teaching and Active Learning i
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 59: machine learning paper on job scheduling by Shen 2023
  Ground Truth: Haoyu Wang and
                  Zetian  - Machine Learning Feature Based Job Scheduling for Distribute
  Control: [IM] Incomplete metadata: missing doi
  Treatment: [PM] Perfect match with ground truth

Citation 60: Achieving Tight O(4({
  Ground Truth: Andre Opris and
                  Johann - Achieving Tight O(4\({
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 61: Stirbu's machine learning work from 2025
  Ground Truth: Mikko Raatikainen and
                   - Machine Learning Lineage for Trustworthy Machine Learning Sy
  Control: [IM] Incomplete metadata: missing doi
  Treatment: [PM] Perfect match with ground truth

Citation 62: Vakili et al. 2024
  Ground Truth: Elaheh Yaghoubi and
                  El - A systematic review and meta-analysis of artificial neural n
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 63: Kelava et al. 2023
  Ground Truth: Pascal Kilian and
                  Sang - Mixed effects in machine learning - {A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 64: review hybrid paper on vehicles classification by Li 2025
  Ground Truth: Yuede Pan and
                  Kaifeng  - A Review of Hybrid Vehicles Classification and Their Energy 
  Control: [IA] Incomplete author list (honest incompleteness)
    author: Author Unknown
  Treatment: [PM] Perfect match with ground truth

Citation 65: securing machine learning paper by Qayyum 2020
  Ground Truth: Adnan Qayyum and
                  Aneeq - Securing Machine Learning in the Cloud: {A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 66: Landman's creati paper on unplugged decision
  Ground Truth: Lukas Lehner and
                  Marti - Unplugged Decision Tree Learning - {A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 67: Algorithmic Gossiping: sharing and non-sharing that...
  Ground Truth: Cao Gaohui and
                  Zhang W - Algorithmic Gossiping: sharing and non-sharing that evolve a
  Control: [CM] Corrupted metadata: Author corruption (similarity: 0.57)
  Treatment: [PM] Perfect match with ground truth

Citation 68: Zou's detecting refactoring work from 2025
  Ground Truth: Shayan Noei and
                  Heng L - Detecting Refactoring Commits in Machine Learning Python Pro
  Control: [IM] Incomplete metadata: missing doi, pages
  Treatment: [PM] Perfect match with ground truth

Citation 69: Taylor's paper on opioid use machine from 2025
  Ground Truth: Nidhi Soley and
                  Ilia R - Predicting postoperative chronic opioid use with fair machin
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 70: Kaymak discre25
  Ground Truth: Nihal Yilmaz {\"{O - A new encoding/decoding algorithm via Fibonacci-Lucas tree d
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 71: multi-objective weighted paper by Waele 2025
  Ground Truth: Jun Cheng and
                  Wim De W - Multi-objective weighted average algorithm: a novel algorith
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 72: machine learning-oriented survey paper by Capogrosso 2024
  Ground Truth: Luigi Capogrosso and
                  F - A Machine Learning-Oriented Survey on Tiny Machine Learning
  Control: [CM] Corrupted metadata: DOI mismatch: 10.1109/ACCESS.2024.3367413 vs 10.1109/ACCESS.2024.3365349, Author corruption (similarity: 0.58)
  Treatment: [PM] Perfect match with ground truth

Citation 73: Oncioiu et al. 2025
  Ground Truth: Ana Maria Ifrim and
                  Io - A Hybrid Numerical-Semantic Clustering Algorithm Based on Sc
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 74: Sheth et al. 2020
  Ground Truth: Ugur Kursuncu and
                  Mana - Knowledge Infused Learning {(K-IL):
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 75: that test validation paper by Vietor
  Ground Truth: Yannis Werner and
                  Tim  - Test and Validation of the Surrogate-Based, Multi-Objective 
  Control: [CM] Corrupted metadata: DOI mismatch: 10.3390/a15020046 vs 10.3390/A15020046
  Treatment: [PM] Perfect match with ground truth

Citation 76: Benbouzid procee23
  Ground Truth: Bilel Benbouzid - Fairness in machine learning from the perspective of sociolo
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 77: that digital background paper by Meng
  Ground Truth: Yongsheng Yin and
                  Long - Digital background calibration algorithm for pipelined {ADC
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 78: Schmid's paper on batch-like online from 2021
  Ground Truth: Thomas Schmid - Batch-like Online Learning for More Robust Hybrid Artificial
  Control: [PM] Perfect match with ground truth
  Treatment: [PM] Perfect match with ground truth

Citation 79: Kukreja's machine learning work from 2024
  Ground Truth: Sakshi and
                  Vinay Kukre - Machine learning and non-machine learning methods in mathema
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 80: Hosseini et al. 2025
  Ground Truth: Mahdieh Maazalahi and
                   - A Novel Hybrid Method Using Grey Wolf Algorithm and Genetic 
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 81: Lu's paper on clean energy storage from 2025
  Ground Truth: Xinhua Wang and
                  Yujie  - Optimal scheduling of clean energy storage and charging inte
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 82: that conduct rigorous paper by Satzger
  Ground Truth: Niklas K{\"{u - How to Conduct Rigorous Supervised Machine Learning in Infor
  Control: [IM] Incomplete metadata: missing doi
  Treatment: [PM] Perfect match with ground truth

Citation 83: Tejani comput25
  Ground Truth: Arezoo Ghasemi and
                  Gha - A new optimization algorithm based on the integration of rei
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 84: Total Outer-Independent Domination Number: Bounds...
  Ground Truth: Paul Bosch and
                  Ernesto - Total Outer-Independent Domination Number: Bounds and Algori
  Control: [IA] Incomplete author list (honest incompleteness)
    author: Author Unknown
  Treatment: [PM] Perfect match with ground truth

Citation 85: Cai's paper on gin-guided multiobjective from 2025
  Ground Truth: Guangpeng Li and
                  Li Li - A GIN-Guided Multiobjective Evolutionary Algorithm for Robus
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 86: Liu's paper on resilient cyber machine from 2021
  Ground Truth: Felix O. Olowononi and
                  - Resilient Machine Learning for Networked Cyber Physical Syst
  Control: [IM] Incomplete metadata: missing doi, pages
  Treatment: [PM] Perfect match with ground truth

Citation 87: Zdun's j paper on understandability machine
  Ground Truth: Evangelos Ntentos and
                   - On the understandability of machine learning practices in de
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 88: Hou's work on scoring functions machine from 2021
  Ground Truth: Chao Shen and
                  Ye Hu an - Can machine learning consistently improve the scoring power 
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 89: Mallet et al. 2024
  Ground Truth: Baptiste Guigal and
                  La - Meta-Analysis of Rain Nowcasting Using Machine Learning and 
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 90: improving k-means clustering paper by Pant 2025
  Ground Truth: Yuv Raj Pant and
                  Larry - Improving K-Means Clustering: {A
  Control: [CM] Corrupted metadata: DOI mismatch: 10.3390/a18080532 vs 10.3390/A18080532
  Treatment: [PM] Perfect match with ground truth

Citation 91: Karmore intell25
  Ground Truth: Rupatai Lichode and
                  Sw - Comparative analysis of optimization algorithm-based trainin
  Control: [IM] Incomplete metadata: missing doi, pages
  Treatment: [PM] Perfect match with ground truth

Citation 92: Human-Hendricks et al. 2023
  Ground Truth: Saadia Gutta Essa and
                   - Personalized Adaptive Learning Technologies Based on Machine
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 93: Zhang's paper on improved a* algorithm from 2025
  Ground Truth: Na Liu and
                  Zihang Hu a - Improved A* algorithm incorporating RRT* thought: {A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 94: Trojovsky's ieee paper on zebra optimization
  Ground Truth: Eva Trojovsk{\'{a - Zebra Optimization Algorithm: {A
  Control: [CM] Corrupted metadata: DOI mismatch: 10.1109/ACCESS.2022.3172801 vs 10.1109/ACCESS.2022.3172789
  Treatment: [PM] Perfect match with ground truth

Citation 95: Zhou's paper on fractional hopfield from 2017
  Ground Truth: Yi{- - Fractional Hopfield Neural Networks: Fractional Dynamic Asso
  Control: [PM] Perfect match with ground truth
  Treatment: [PM] Perfect match with ground truth

Citation 96: that isoplot database paper by Tsai
  Ground Truth: I{- - IsoPlot: a database for comparison of mRNA isoforms in fruit
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 97: Fan's paper on rice genomic database from 2019
  Ground Truth: Lingfeng Mao and
                  Meiho - RiceRelativesGD: a genomic database of rice relatives for ri
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 98: Group's paper on mouse genome community from 2017
  Ground Truth: Judith A. Blake and
                  Ja - Mouse Genome Database {(MGD)-2017:
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 99: Jones's paper on phytochelatin database from 2019
  Ground Truth: Kristine K. Dennis and
                  - Phytochelatin database: a resource for phytochelatin complex
  Control: [NF] No BibTeX entry found in output file
  Treatment: [PM] Perfect match with ground truth

Citation 100: supervised machine paper by Cukurova 2018
  Ground Truth: Daniel Spikol and
                  Eman - Supervised machine learning in multimodal learning analytics
  Control: [CM] Corrupted metadata: DOI mismatch: 10.1111/jcal.12263 vs 10.1111/JCAL.12263
  Treatment: [PM] Perfect match with ground truth

Citation 101: integrated national neuroaids paper by Fox 2019
  Ground Truth: Abigail J. Heithoff and
                 - The integrated National NeuroAIDS Tissue Consortium database
  Control: [CM] Corrupted metadata: DOI mismatch: 10.1093/database/bay134 vs 10.1093/DATABASE/BAY134
  Treatment: [PM] Perfect match with ground truth

Citation 102: Tosatto et al. 2018
  Ground Truth: Marco Necci and
                  Damian - Where differences resemble: sequence-feature analysis in cur
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 103: Doppa 2018
  Ground Truth: Ellis Hoag and
                  Janardh - Bayesian Optimization Meets Search Based Optimization: {A
  Control: [NF] No BibTeX entry found in output file
  Treatment: [NF] No BibTeX entry found in output file

Citation 104: supervised machine online forums paper by Nian 2020
  Ground Truth: Jiun{- - Using supervised machine learning on large-scale online foru
  Control: [IM] Incomplete metadata: missing doi, pages
  Treatment: [PM] Perfect match with ground truth

================================================================================
SUMMARY STATISTICS
================================================================================

Frequency Distribution:

Category   Description                    Control    Treatment 
----------------------------------------------------------------------
NF         Not Found                      67         26        
WP         Wrong Paper                    0          0         
FP         Fabricated Paper               0          0         
FM         Fabricated Metadata            0          0         
CM         Corrupted Metadata             18         0         
IA         Incomplete Author              4          0         
IM         Incomplete Metadata            12         0         
PM         Perfect Match                  3          78        
----------------------------------------------------------------------
TOTAL                                     104        104       

Key Metrics:
  Coverage Rate (found/104):
    Control:   37/104 = 35.6%
    Treatment: 78/104 = 75.0%

  Quality Rate (PM/found):
    Control:   3/37 = 8.1%
    Treatment: 78/78 = 100.0%

Detailed results saved to: /Users/szeider/git/mcp-dblp/evaluation/data/full_evaluation_results.txt

