Exploration of linear and interpretable models for quantification of cell parameters via contactless short-wave infrared hyperspectral sensing by Anjana Hevaganinge, Eva Lowenstein, Anna Filatova, Mihir Modak, Nandi Thales Mogo, Bryana Rowley, Jenny Yarmowsky, Joshua Ehizibolo, Ravidu Hevaganinge, Amy Musser, Abbey Kim, Anthony Neri, Jessica Conway, Yiding Yuan, Maurizio Cattaneo, Sui Seng Tee, Yang Tao

“…This high repetition allows for effective denoising of each spectrum, so interpretable linear models can quantify metabolites. …”
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Interpretable machine learning modeling of temperature rise in a medium voltage switchgear using multiphysics CFD analysis by Mahmood Matin, Amir Dehghanian, Amir Hossein Zeinaddini, Hossein Darijani

“…However, the complex interaction of geometrical and operational parameters presents significant challenges in interpreting these methods. Artificial intelligence (AI) algorithms have gained attention in various engineering fields to address similar issues. …”
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Analytical Method to Interpret Displacement in Elastic Anisotropic Soil due to a Tunnel Cavity with an Arbitrary Cross Section by Qiongfang Zhang, Kang Cheng, Yadong Lou, Tangdai Xia, Panpan Guo, Xiaolu Gan

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Lifecycle Risk Assessment for Steel Cargo Vessel Sinkings: An Interpretive Structural Modeling and Fuzzy Bayesian Network Approach by Xiaodan Jiang, Haibin Xu, Yaming Zhu, Yingxia Gu, Shiyuan Zheng

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Transforming Tofu Quality Control: Integrating Statistical Process Control, Ishikawa, and Interpretive Structural Modeling for Superior Outcomes by DWI IRYANING Handayani, Qurtubi

Subjects: “…statistical process control (spc), ishikawa diagram, interpretive structural modeling (ism) , defects , control quality…”
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Evaluation of resistance rates of enterobacterales to beta-lactam drugs and interpretation of their minimum inhibitory concentrations relative to clinical breakpoints by Uma BM, Neelesh Naik, Rama N.K

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A multi-objective, multi-interpretable machine learning demonstration verified by domain knowledge for ductile thermoelectric materials by Xiangdong Wang, Yan Cao, Jialin Ji, Ye Sheng, Jiong Yang, Xuezhi Ke

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The Self-Potential Anomaly Produced by a Subsurface Flow at the Contact of Two Horizontal Layers and Its Quantitative Interpretation by Georgios Aim. Skianis

“…Based on this study, a direct interpretation method at the spatial frequency domain is proposed, in order to calculate the depth of the flow and the reflection coefficient of the stratified medium. …”
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Latest Lessons from the Bankruptcy of State-Owned Enterprises (SOEs) in China: An Interpretative Structural Model (ISM) Approach by Qin Lin, Lin Feng, Chatchai Khiewngamdee, Pingping Li, Xiaofei Ye

“…To explore the causes of its collapse, we employ the interpretative structural model (ISM) to investigate the reasons for its failures from multi-aspect and at different levels. …”
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Development of an interpretable machine learning model based on CT radiomics for the prediction of post acute pancreatitis diabetes mellitus by Xiyao Wan, Yuan Wang, Ziyi Liu, Ziyan Liu, Shuting Zhong, Xiaohua Huang

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Advanced automated machine learning framework for photovoltaic power output prediction using environmental parameters and SHAP interpretability by Muhammad Paend Bakht, Mohd Norzali Haji Mohd, Babul Salam KSM Kader Ibrahim, Nuzhat Khan, Usman Ullah Sheikh, Ab Al-Hadi Ab Rahman

“…Their performance was then validated against commonly used artificial neural networks (ANN) and support vector machines (SVM) using multiple evaluation metrics including prediction accuracy, error rates, and interpretability. The results clearly demonstrate the superiority of the proposed approach across all performance metrics. …”
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Seurat function argument values in scRNA-seq data analysis: potential pitfalls and refinements for biological interpretation by Mikhail Arbatsky, Ekaterina Vasilyeva, Veronika Sysoeva, Ekaterina Semina, Ekaterina Semina, Valeri Saveliev, Kseniya Rubina

“…The essential aspect of dimensionality reduction is to identify the stable patterns which are deliberately removed upon mathematical data processing as being redundant, albeit containing important minor details for biological interpretation. There are no established rules for integration of datasets obtained at different sampling times or conditions. …”
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Molecular assessment of splicing variants in a cohort of patients with inborn errors of immunity: methodological approach and interpretation remarks by Laura Miguel Berenguel, Carla Gianelli, Carla Gianelli, Carla Gianelli, Elisabet Matas Pérez, Teresa del Rosal, Ana Méndez Echevarría, Ángel Robles Marhuenda, Marta Feito Rodríguez, Maria Teresa Caballero Molina, Maria Teresa Caballero Molina, Lorena Magallares García, Brenda Sánchez Garrido, Samantha Hita Díaz, Luis Allende Martínez, Luis Allende Martínez, Pilar Nozal Aranda, Pilar Nozal Aranda, Pilar Nozal Aranda, Carmen Cámara Hijón, Carmen Cámara Hijón, Carmen Cámara Hijón, Eduardo López Granados, Eduardo López Granados, Eduardo López Granados, Rebeca Rodríguez Pena, Rebeca Rodríguez Pena, Rebeca Rodríguez Pena, María Bravo García-Morato, María Bravo García-Morato, María Bravo García-Morato

“…However, variants occurring in coding regions or deep-intronic variants can also affect splicing. In these cases, interpretation of the results may be challenging and molecular validation is required.MethodsThe study includes 23 patients with splicing variants out of a cohort of 187 patients diagnosed with inborn errors of immunity (IEI). …”
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Data-driven analysis of chemicals, proteins and pathways associated with peanut allergy: from molecular networking to biological interpretation by Emmanuel Kemmler, Julian Braun, Florent Fauchère, Sabine Dölle-Bierke, Kirsten Beyer, Robert Preissner, Margitta Worm, Priyanka Banerjee

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CoGraphNet for enhanced text classification using word-sentence heterogeneous graph representations and improved interpretability by Pengyi Li, Xueying Fu, Juntao Chen, Junyi Hu

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The Interpretation of a New Generation of Persian So-called Friendship Humors According to Grecian Principles of Co-operation by Sadighe Sadat Meghdari, Zahra Ezaddosost

“…In this study, we have tried to interpret a new generation of so-called friendship humors according to Grecian principles of co-operation in Persian language. …”
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Interpretive Conventions in Site-Specific and Experimental Art: An analysis of Richard Serra’s Sculptures and Joseph McElroy’s Fictions by Flore Chevaillier

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Discretion and Interpretation of Indonesian Social Forestry (ISF) by Local Forest Bureaucrats: Evidence from DI Yogyakarta Province by Dwiko Budi Permadi, Hajar Lutviah, Teguh Yuwono, Rohman

“…This research aimed to analyze the discretion and interpretation of local forest bureaucrats on Indonesian social forestry policies. …”
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Shifted dominant flood drivers of an alpine glacierized catchment in the Tianshan region revealed through interpretable deep learning by Wenting Liang, Weili Duan, Yaning Chen, Gonghuan Fang, Shan Zou, Zhi Li, Zewei Qiu, Haodong Lyu

“…Two Long Short-Term Memory (LSTM) models (LSTM-SG and LSTM-DDF) were developed using these inputs, and additive decomposition and integrated gradient methods were applied to interpret flood mechanisms. Glacier meltwater was found to dominate annual maximum flood (AMF) events, while snowmelt drove annual spring maximum flood (AMFSp) events. …”
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Theo-anthropocentric Paradigm of Tafsir At-Tanwir by Muhammadiyah and its Application in the Interpretation of Surah Al-Baqarah/2: 286 by Muhammad Ridha Basri, Muhammad Hasnan Nahar, Sirajuddin Bariqi

“…Through the descriptive-analytical research method, the writer finds that the shift in meaning cannot be separated from the interpretation paradigm used by Tafsir At-Tanwir, namely the theo-anthropocentric paradigm. …”
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