Figure 6 – Source Data and MATLAB Code (dmPFC firing, neural selectivity, and LDA decoding)

Figure 6 – Source Data and MATLAB Code (dmPFC firing, neural selectivity, and LDA decoding)

<p dir="ltr">This dataset contains the complete raw data and analysis code used to generate all panels of Figure 6, which examines dmPFC single-unit activity, directional selectivity, and population decoding in mice repeatedly treated with ketamine.</p><p><br></p...

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Sonraí bibleagrafaíochta
Príomhchruthaitheoir:	Jinseon Yu (22598699) (author)
Foilsithe / Cruthaithe:	2025
Ábhair:	Biochemistry and cell biology not elsewhere classified single-unit activity, directional selectivity, auROC, LDA decoding, spike probability
Clibeanna:	Cuir clib leis Níl clibeanna ann, Bí ar an gcéad duine le clib a chur leis an taifead seo!

Míreanna comhchosúla

Figure 3 – Source Data (release probability and vesicle organization in dmPFC synapses)
de réir: Jinseon Yu (22598699)
Foilsithe / Cruthaithe: (2025)

Extended Data Figure 6 – Source Data (axon and synapse labeling of MD→dmPFC projections)
de réir: Jinseon Yu (22598699)
Foilsithe / Cruthaithe: (2025)

Extended Data Figure 9 – Source Data (AMPA/NMDA ratio in dmPFC L2/3 neurons)
de réir: Jinseon Yu (22598699)
Foilsithe / Cruthaithe: (2025)

Figure 2 – Source Data (spontaneous synaptic transmission and intrinsic properties in dmPFC L2/3 neurons)
de réir: Jinseon Yu (22598699)
Foilsithe / Cruthaithe: (2025)

Extended Data Figure 10 – Source Data (fEPSP input–output relationship in dmPFC L2/3)
de réir: Jinseon Yu (22598699)
Foilsithe / Cruthaithe: (2025)

Perceptogram Encoding Weight Reconstructions from THINGSEEG2
de réir: Teng Fei (22496582)
Foilsithe / Cruthaithe: (2025)

MATLAB_code.
de réir: Minh Tran (7698803)
Foilsithe / Cruthaithe: (2025)

Diversity of augmented graphs.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Ablation on Amazon.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Anomaly detection performance (AUROC).
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Description of the datasets statistics and their anomaly ratios.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Condensed summary of graph anomaly detection methods and their key strengths and limitations.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Abbreviations and notation.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Normalized total loss on the Facebook dataset (DCOR with and without RLC).
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Normalized training loss vs. baselines (Facebook).
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Dual autoencoder with reconstruction-level contrast.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Structural and node-level augmentations for graph anomalies.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Embedding vs. reconstruction-level contrast (RLC).
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

Anomalies in attributed networks.
de réir: Hossein Rafieizadeh (22676722)
Foilsithe / Cruthaithe: (2025)

APP deficiency impairs the normal firing patterns of PCs.
de réir: Miao-Jin Ji (22676552)
Foilsithe / Cruthaithe: (2025)

Impact of multiunit merging on neural information encoding.
de réir: Daniel Suárez-Barrera (22676654)
Foilsithe / Cruthaithe: (2025)

Nav1.6 mediated the deficits of PC firing and motor function in APP-null mice.
de réir: Miao-Jin Ji (22676552)
Foilsithe / Cruthaithe: (2025)

Data&Codes
de réir: Anonymous (22685366)
Foilsithe / Cruthaithe: (2025)

NIMAm code
de réir: liu xinchen (22682249)
Foilsithe / Cruthaithe: (2025)

Coding Sheet
de réir: Mohammad Reza Anani Sarab (22681586)
Foilsithe / Cruthaithe: (2025)

LTP induced by 10 Hz rMS rapidly increases after crossing firing threshold, but quickly saturates.
de réir: Nicholas Hananeia (22683665)
Foilsithe / Cruthaithe: (2025)

The contribution of shared rules to neural information alignment, for the first (A) and second (B) experiment half.
de réir: Denise Moerel (9080849)
Foilsithe / Cruthaithe: (2025)

liverRegression code.
de réir: Amy Stephen (22684448)
Foilsithe / Cruthaithe: (2025)

Changes in neural selectivity caused by PV cell activation reflect behavioral performance in easy but not difficult discriminations.
de réir: Lilia Kukovska (22683586)
Foilsithe / Cruthaithe: (2025)

A QM-AI Approach for the Acceleration of Accurate Assessments of Halogen‑π Interactions by Training Neural Networks
de réir: Marc U. Engelhardt (16642483)
Foilsithe / Cruthaithe: (2025)

Uniform Manifold Approximation and Projection (UMAP)-based sorting enhances detection of low-firing rate neurons and boosts mutual information.
de réir: Daniel Suárez-Barrera (22676654)
Foilsithe / Cruthaithe: (2025)

Exogenous APP expression restored the Nav1.6 currents and ameliorated the abnormalities in the firing patterns of PCs of APP-null mice.
de réir: Miao-Jin Ji (22676552)
Foilsithe / Cruthaithe: (2025)

Supplementary code for DBS pointnet
de réir: Shumao Xu (15201127)
Foilsithe / Cruthaithe: (2025)

A Graph Neural Network for Small-Area Estimation: Integrating Spatial Regularisation, Heterogeneous Spatial Units, and Bayesian Inference
de réir: Pengyuan Liu (21997418)
Foilsithe / Cruthaithe: (2025)

Table of misclassification coding structure. Codes in the left-hand column were given to individual records misclassified by the application according to the false positive and false negative code definitions and examples described.
de réir: Stefan Saverimuttu (20882325)
Foilsithe / Cruthaithe: (2025)

Data Sheet 1_Herb-soil coupling in post-fire karst forests: a grey relational analysis in Yunnan, Southwest China.docx
de réir: Longhai Zhang (7424390)
Foilsithe / Cruthaithe: (2025)

History teacher strategies coded and grouped
de réir: Michael Stack (22675796)
Foilsithe / Cruthaithe: (2025)

Survival data from each experiment with SAS code. All the data without code are included in the associated excel files
de réir: Steven Juliano (4487284)
Foilsithe / Cruthaithe: (2025)

Data Sheet 1_MRI-based radiomic clustering identifies a glioblastoma subtype enriched for neural stemness and proliferative programs.csv
de réir: Zhongyi Zhang (219440)
Foilsithe / Cruthaithe: (2025)

Data Sheet 2_MRI-based radiomic clustering identifies a glioblastoma subtype enriched for neural stemness and proliferative programs.pdf
de réir: Zhongyi Zhang (219440)
Foilsithe / Cruthaithe: (2025)

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