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honest per-material rebuild: N(E_F)xA_d(delta) verified + published pipeline + CC-BY-NC

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- # Data Provenance and Attribution
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-
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- The OSC candidate list is a **derived, enriched dataset**. The underlying material
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- records come from the **Computational 2D Materials Database (C2DB)** and are
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- redistributed here under **CC-BY 4.0** with attribution. We do not claim ownership of
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- the source records.
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-
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- ## Source
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- - **C2DB - Computational 2D Materials Database**, CAMD / Technical University of Denmark.
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- Web: https://c2db.fysik.dtu.dk , https://2dhub.org
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- - Primary references:
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- - S. Haastrup et al., *The Computational 2D Materials Database: high-throughput
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- modeling and discovery of atomically thin crystals*, 2D Mater. 5, 042002 (2018).
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- - M. N. Gjerding et al., *Recent progress of the Computational 2D Materials Database
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- (C2DB)*, 2D Mater. 8, 044002 (2021).
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- - Twistability / superconductivity context (candidate motivation):
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- - Jiang et al., Science (2026), doi:10.1126/science.adu1550.
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- - Petralanda et al., Science (2026), doi:10.1126/science.adu2107.
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-
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- ## What we changed (our contribution)
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- Starting from C2DB fields (formula, magnetic state, band gap PBE, energy above hull,
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- layer group, C2DB UID), we added and edited:
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- - `osc_id` - a stable OSC identifier.
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- - `family` - materials-family tag (TMD / MNX / TM-oxide / ...), computed from composition.
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- - `is_metal` - metallic flag from the band gap.
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- - `weight_class` + `score_mult` - a structure-only compute-cost class (light/medium/heavy)
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- we define for participant hardware matching.
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- - `sc_relevance` - **our triage prior** (0-1) for which materials to try first. This is a
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- screening heuristic, **not** a prediction or a C2DB quantity.
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- - Light editing: removed unparseable rows, normalized formulas, sorted by relevance.
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-
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- The `sc_relevance`, `weight_class`, `family`, and `osc_id` fields are OSC-original and are
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- released under Apache-2.0 as part of this challenge. The source physical quantities remain
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- attributable to C2DB under CC-BY 4.0.
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-
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- ## How the source was accessed
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- Public C2DB web interface (dynamically-stable subset). No private or gated data was used.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Provenance & License
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+
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+ ## Source data — C2DB
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+
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+ The crystal structures and the base electronic-structure properties in OSC are derived from the
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+ **Computational 2D Materials Database (C2DB)**, Technical University of Denmark.
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+
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+ - **License: Creative Commons Attribution-NonCommercial 4.0 International (CC-BY-NC 4.0).**
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+ https://creativecommons.org/licenses/by-nc/4.0/
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+ - C2DB material pages: https://c2db.fysik.dtu.dk/
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+
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+ Please cite C2DB when using OSC:
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+ > S. Haastrup et al., *The Computational 2D Materials Database: high-throughput modeling and
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+ > discovery of atomically thin crystals*, 2D Materials 5, 042002 (2018); and
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+ > M. N. Gjerding et al., 2D Materials 8, 044002 (2021).
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+
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+ ## What OSC adds (and how)
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+
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+ From each C2DB structure, OSC computes — with the open scripts in `instrument/` and the
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+ organizer pipeline published in `pipeline/` — a single-band effective Hubbard model:
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+
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+ - **N(E_F)**: Gaussian-broadened density of states at the Fermi level from a QE calculation
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+ (states/eV/atom). Grid: the SCF k-mesh (coarse) for the active set, refined on a dense NSCF
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+ grid for finalists.
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+ - **filling (δ)**: occupation of the band crossing E_F, weighted over the k-mesh, giving the
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+ doping the many-body solver is run at.
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+ - **t**: nearest-neighbour hopping from the single active-band width (t = W_band / z).
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+ - **U/t = 8**: a documented correlated-regime convention (control parameter, cRPA pending).
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+
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+ These derived quantities are **also released under CC-BY-NC 4.0**, consistent with the source.
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+
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+ ## Non-commercial scope of the challenge
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+
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+ Because the source data is CC-BY-NC 4.0, **OSC is a non-commercial, academic open-science
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+ challenge**:
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+
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+ - The data and derived models may be used for research and education, **not for commercial
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+ purposes**, with attribution to C2DB.
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+ - Prizes are **research awards** (recognition + co-authorship + a token honorarium), not a sale
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+ or commercial licensing of the data.
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+ - Participants retain the rights to their own methods and code; winners share reproducible code
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+ under an open contributor license.
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+
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+ If you intend any commercial use of the underlying materials data, obtain permission from C2DB
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+ directly — OSC does not and cannot grant commercial rights to C2DB-derived data.
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+
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+ ## Verification engine
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+
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+ The precise strongly-correlated solver used to set the *verified* scores is operated by the
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+ organizers and is not redistributed. Its **inputs** (per-material t, U, N(E_F), filling) and its
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+ **outputs** (the d-wave amplitude A_d(δ) per filling) are fully published here, so every verified
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+ score is reproducible in its construction; only the internal solver implementation is withheld
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+ to keep the ranking hard to game.