Lectures related to Screening (medicine)

Causal Reasoning in Healthcare: ML Guidelines & Dataset Shifts

Explores causal reasoning in healthcare AI, ML guidelines, dataset shifts, bias impact, and multimodal learning.

Densities and Bayesian Inference: Decision Rules and Bayes Law

Covers classification concepts, medical screening tests, and decision rules.

Fragment-Based Drug Discovery: Concepts & Technologies

Covers the concepts and technologies of fragment-based drug discovery, exploring hit identification, lead optimization, and screening methods.

Electrochemistry: Definitions and Concentration Stack

Explores electrochemical definitions and concentration stack, focusing on reduction, electrodes, and battery equilibrium.

Protein Engineering & In Vitro Evolution

Explores protein engineering, computational design, and screening protein libraries to generate novel proteins with desired functions.

Evaluation Protocols

Explores evaluation protocols in machine learning, including recall, precision, accuracy, and specificity, with real-world examples like COVID-19 testing.

Quantum Hydrodynamics: Nodal-line Semimetals

Explores quantum hydrodynamics in nodal-line semimetals, focusing on shear viscosity, electron transport, and screening effects.

Drug Discovery: Computational Approaches

Explores the EXSCALATE4COV project, focusing on computational drug discovery for COVID-19 treatments and the collaboration between academia and industry.

Ewald Summation: Long-Range Interaction and Self-Interaction Correction

Explains Ewald summation, self-interaction correction, and short-range interaction calculations.

Ac-excitation of Josephson Junction currents

Explores ac-excitation of Josephson Junction currents, capacitance impact, thermal fluctuations, and SQUID operation in the voltage state.

Kidney-on-a-Chip Technologies

Covers the state-of-the-art kidney-on-chip technologies aiming to facilitate pharmaceutical research and eliminate animal testing.

Electric Dipole in Fields

Explores electric dipole behavior in fields, alignment, potential energy, dielectric insulators, metallic planes, and field screening.

Chemical Biology: High-Throughput and High-Content Screening

Covers Chemical Biology, high-throughput screening, RNA interference, CRISPR-Cas9, and organoid differentiation for drug discovery.

Performance Criteria: Confusion Matrix, Recall, Precision, Accuracy

Explores performance criteria in supervised learning, emphasizing precision, recall, and specificity in model evaluation.

Protein Engineering & In vitro Evolution

Explores protein engineering, screening methods, scaffold properties, computational design, and continuous evolution of biomolecules.

Plasma Physics: Debye Length

Explores the rigorous definition of plasma, emphasizing the Debye length and its implications.

Genetic Suppression: Synthetic Lethality

Explores synthetic lethality in genetics, focusing on cancer implications and therapeutic insights through genetic interactions.

Biodegradable Plastic in Compost

Covers composting biodegradable plastics, including collection, shredding, sieving, certification standards, and end-of-life options.

Capacitance and Dielectrics: Bound charges and Dielectric Constant

Explores bound charges, macroscopic polarization, dielectric screening, and relative permittivity in various materials.

Maximum Likelihood Estimation: Density Estimation and Bernoulli Model

Explores maximum likelihood estimation for density and Bernoulli model, including test reliability and disease screening.