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Feng-Lab-MIT/shank3_macaque_phenotyping: v1.0.0 - Macaque Phenotyping Pipeline

Authors: River;

Feng-Lab-MIT/shank3_macaque_phenotyping: v1.0.0 - Macaque Phenotyping Pipeline

Abstract

v1.0.0 — Initial Release This is the first public release of the analysis code accompanying the Shank3 macaque phenotyping manuscript. What's included Home Cage Behavioral Analysis (home_cage_scripts/) Pipeline for automated detection of stereotypic behaviors from DLC-tracked home cage recordings, including self-biting, repetitive/big motion, and pacing. Includes example data to run out of the box. Novel Environment Analysis (novel_environment_scripts/) Scripts for computing 3D travel distance in 5-minute bins and generating 3D head-position heatmaps from novel environment sessions, in real-world cage coordinates. Social Interaction Model (social_model_scripts/) Attention-based LSTM pipeline for unsupervised behavioral analysis of social interactions, covering model training, latent space extraction, PCA, and t-SNE clustering. EEG Recording Program (eeg_recording_program/) MATLAB scripts for MMN (mismatch negativity) EEG paradigm. Requirements Python 3.11, numpy < 2, TensorFlow 2.15 See requirements.txt in each subfolder for per-pipeline dependencies

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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Average