Graphene oxide acid-gas adsorption

Trace the evidence before predicting the outcome.

Explore verified observations, inspect the readiness gate, and run a bounded CO2 prediction demonstration without presenting the dataset as cross-publication validation.

Dataset (.xlsx) Model (.joblib)

ML readiness gate

Overall verdict

Passed Checks

Blocking Checks

Demonstration model

Strategy

R² score

MAE (mmol/g)

RMSE (mmol/g)

Within-study demonstration

Estimate a CO2 endpoint capacity

The form accepts only combinations represented by the verified ART-0002 protocol. Unsupported values are rejected rather than extrapolated.

Authentic observation layer

Verified adsorption records

records shown. Missing source conditions remain blank and are not imputed.

Download CSV

Record ID	Article ID	Material	Gas	Capacity (mmol/g)	Temperature (K)	Pressure (bar)	Source Locator

Comprehensive Literature Screening

All Candidate & Screened Articles (85)

Direktori lengkap seluruh 85 artikel literatur primer, kandidat studi adsorpsi GO, status review, alasan eksklusi/inklusi, dan DOI resmi.

Download Screening Log (.csv)

Menampilkan dari 85 artikel.

ID	Judul Artikel	DOI	Keputusan Screening	Alasan / Status Bukti	Aksi

Scientific Assets & Reproducibility

Dataset & Trained Model Artifacts

Akses dan unduh seluruh file dataset terverifikasi, workbook Excel asli, data master, serta file model machine learning (.joblib).

Trained ML Model Artifacts

Model Random Forest teruji untuk interpolasi kapasitas adsorpsi CO2.

Random Forest Model File (.joblib)
Ukuran: ~583 KB • Serialized Scikit-Learn Pipeline (StandardScaler + OneHotEncoder + RandomForestRegressor).

Download Model (.joblib)
Model Metadata & Validation Card (.json)
Parameter fitur, domain validasi leave-one-material-out, batasan domain, dan metrik akurasi (R²: 0.3515, MAE: 0.1945).

Download Metadata (.json)
Modeling Training Dataset (.csv)
32 observasi terstandarisasi untuk pelatihan model endpoint CO2.

Download CSV

Verified Datasets & Documentation

Data observasi mentah dan olahan lengkap dengan lacak bukti (provenance).

Master Dataset Excel Workbook (.xlsx)
Ukuran: ~50 KB • GO Acid Gas Adsorption Verified Dataset v0.6 komprehensif.

Download Workbook (.xlsx)
Adsorption Observations (.csv)
Semua baris data observasi adsorpsi gas asam (CO2 & H2S) terverifikasi.

Download Observations (.csv)
Material Master Table (.csv)
Katalog spesifikasi sintesis dan karakterisasi material adsorben GO.

Download Material Master
Article Master Reference (.csv)
Daftar artikel ilmiah sumber, DOI, dan sitasi literatur terverifikasi.

Download Article Master