Chaser111/microfluidic-native-physics

Microfluidic Native Physics — reproducibility artifacts

Publication pending. This card is staged for the future Hugging Face dataset repository Chaser111/microfluidic-native-physics. No artifact upload is VERIFIED until the matching GitHub commit/tag, hashes, source terms, and schemas are filled below.

The canonical project, implementation, protocols, tests, and issue history are hosted on GitHub:

LibertychaserUS/microfluidic-native-physics

Author: Zhiyuan Zhang

Scope

This repository is intended to mirror license-cleared reproducibility artifacts for a retrospective public-data study of reliability under chemistry shift in droplet microfluidics. Planned content includes split manifests, per-row model predictions, applicability scores, uncertainty bands, strict metrics tables, figure-source tables, and artifact hashes.

It is not a new wet-lab dataset. It does not establish chemical compatibility, manufacturability, stable dripping, device safety, or prospective material or formulation discovery.

Evidence boundary

• V1: a complete TX100 chemistry group was sealed. The held-out result was negative (MAPE 19.8436%, R-squared -0.2436, nominal 90% interval coverage 44.83%). The reveal required a disclosed serialization-only recovery after a strict JSON write rejected an undefined value. Frozen predictions and labels were not changed.
• V2: a native-variable physics-guided constrained regressor, not a classical PINN. TX100 was already revealed, so V2 results on TX100 are retrospective, not a second blind validation.
• Search: retrospective ranking/retrieval of historical candidates, not prospective experiment-free validation.

Planned files

Path	Description	Status
manifests/	Source, split, environment, and artifact hashes	pending
predictions/	Per-row predictions, intervals, and risk scores	pending
metrics/	Strict JSON/CSV endpoint summaries	pending
figure_data/	Tables used to regenerate paper figures	pending
README.md	This dataset card	staged

Before publication, each file will list its schema, row unit, generating GitHub commit, source-data dependency, license boundary, and SHA-256 hash.

Source data

This mirror does not relicense upstream data.

• Chagot et al. article: Lab on a Chip
• Chagot public tables: Zenodo 7055018, whose record reports CC BY 4.0
• Lashkaripour et al. DAFD article: Nature Communications
• DAFD deposit used by the reproduction: OSF 938rs

Only artifacts cleared under the applicable source terms will be uploaded. The GitHub project's Apache-2.0 license applies to original software code, tests, and configuration. Repository-authored report text and original figures/results use CC BY 4.0. Neither license automatically applies to upstream data or overrides rights retained in data-derived content.

Reproducibility pointer

Pending release metadata:

GitHub commit: PENDING
GitHub release/tag: PENDING
Artifact manifest SHA-256: PENDING
Schema version: PENDING

Reproduction commands and dependency locks will live in the canonical GitHub repository. This HF repository will not contain an independent, drifting copy of the implementation.

Citation

Use the canonical GitHub CITATION.cff after the first tagged release. No DOI or arXiv identifier has been assigned.

中文说明

这里计划只发布经过许可核验的复现实验产物，例如逐行预测、数据切分清单、 指标表和哈希。GitHub 是唯一主仓库，HF 不单独维护算法代码。

V1 的整组 TX100 留出测试是负结果；V2 是“原生变量 + 物理引导 + 硬约束”， 不是经典 PINN；所有搜索均为历史公开数据回放，没有做新的湿实验验证。