Molecular doping of conjugated polymers is fundamentally constrained by thermodynamic phase behavior. This Perspective reframes doping efficiency and stability in terms of miscibility limits, binodals, and solvus boundaries, highlighting the role of effective interaction parameters and charge transfer.
Somayeh Kashani +10 more
wiley +1 more source
Classification of recurrence status after surgical treatment of chronic subdural hemorrhage - A machine learning approach. [PDF]
Hamou H +6 more
europepmc +1 more source
Using System Dynamics to Evaluate Logistic Performance [PDF]
Cagliano, Anna Corinna, Rafele, Carlo
core
Organic Materials of Tomorrow: Horizons of Artificial Intelligence
This review examines machine learning techniques accelerating the discovery of organic semiconductors by linking molecular structure to properties. Key methods include graph neural networks, generative models, and active learning. Applications to organic photovoltaics demonstrate practical impact.
Harold Mena +3 more
wiley +1 more source
Development and temporal prospective validation of an interpretable machine learning model for identifying depressive symptoms in patients with acute exacerbation of chronic obstructive pulmonary disease. [PDF]
Zhou X, Chen Y, Qian K, Zhu H.
europepmc +1 more source
Data‐Driven Materials Science for Energy‐Sustainable Applications
Data‐driven approaches powered by artificial intelligence are transforming materials discovery for energy sustainability. This review examines how auto‐generated high‐quality materials databases and domain‐specific language models accelerate research in photovoltaics, thermoelectrics, batteries and magnetic materials. Applications involve extraction of
Jacqueline M. Cole
wiley +1 more source
Development and validation of a preoperative nomogram for predicting contralateral occult carcinoma and central lymph node metastasis in T1b-T2 stage papillary thyroid carcinoma. [PDF]
Zhao Y +7 more
europepmc +1 more source
Electrolyte Design for Fast‐Charging Lithium‐Based Batteries
A decade of progress in fast‐charging electrolytes for lithium batteries is reviewed. Electrolyte design strategies spanning solvents, salts, additives, and advanced systems, such as localized high‐concentration electrolytes (LHCEs), are summarized. Advanced diagnostic tools for lithium plating and interphase chemistry are discussed, with perspectives ...
Chen Liu, Zehao Cui, Arumugam Manthiram
wiley +1 more source
Renal Cell Carcinoma Texture Analysis With the KiTS23 Dataset: A Retrospective Study. [PDF]
Liang Y, Campbell AG, Bhattacharjee S.
europepmc +1 more source

