| Configuration: CPA | Protocol: GEARS Norman2019 CPA-control comparison MSE: Norman2019 perturbation-response MSE Dataset subset: Norman et al.2019 perturbation data used in GEARS Supplementary Table6 (GEARS Norman2019 CPA-control comparison split) | 0.354 ± 0.049 mse squared_expression_units_unreported · lower Uncertainty: type: unreported; reported spread: 0.049; note: Printed ± spread; SD/SE/CI type not established by inspected table caption. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCPA on GEARS Norman2019 CPA-control comparison MSE: Norman2019 perturbation-response MSE Predict post-perturbation expression on Norman2019. MSE compares predicted and true expression; Pearson DE compares predicted versus true change over unperturbed controls (Supplementary Table1). Exact Table6 scoring gene subset and split manifest remain unextracted. Aggregation: Not reported GEARS primary supplement, Table6 · Supplementary Table6, printed p34 / PDF p35, row CPA, column MSE |
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| Configuration: CPA | Protocol: GEARS Norman2019 CPA-control comparison Pearson DE: Norman2019 perturbation-response Pearson DE Dataset subset: Norman et al.2019 perturbation data used in GEARS Supplementary Table6 (GEARS Norman2019 CPA-control comparison split) | 0.440 ± 0.036 pearson_delta_expression correlation · higher Uncertainty: type: unreported; reported spread: 0.036; note: Printed ± spread; SD/SE/CI type not established by inspected table caption. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCPA on GEARS Norman2019 CPA-control comparison Pearson DE: Norman2019 perturbation-response Pearson DE Predict post-perturbation expression on Norman2019. MSE compares predicted and true expression; Pearson DE compares predicted versus true change over unperturbed controls (Supplementary Table1). Exact Table6 scoring gene subset and split manifest remain unextracted. Aggregation: Not reported GEARS primary supplement, Table6 · Supplementary Table6, printed p34 / PDF p35, row CPA, column Pearson DE |
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| Configuration: CPA + KG | Protocol: GEARS Norman2019 CPA-control comparison MSE: Norman2019 perturbation-response MSE Dataset subset: Norman et al.2019 perturbation data used in GEARS Supplementary Table6 (GEARS Norman2019 CPA-control comparison split) | 0.333 ± 0.046 mse squared_expression_units_unreported · lower Uncertainty: type: unreported; reported spread: 0.046; note: Printed ± spread; SD/SE/CI type not established by inspected table caption. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCPA + KG on GEARS Norman2019 CPA-control comparison MSE: Norman2019 perturbation-response MSE Predict post-perturbation expression on Norman2019. MSE compares predicted and true expression; Pearson DE compares predicted versus true change over unperturbed controls (Supplementary Table1). Exact Table6 scoring gene subset and split manifest remain unextracted. Aggregation: Not reported GEARS primary supplement, Table6 · Supplementary Table6, printed p34 / PDF p35, row CPA + KG, column MSE |
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| Configuration: CPA + KG | Protocol: GEARS Norman2019 CPA-control comparison Pearson DE: Norman2019 perturbation-response Pearson DE Dataset subset: Norman et al.2019 perturbation data used in GEARS Supplementary Table6 (GEARS Norman2019 CPA-control comparison split) | 0.504 ± 0.029 pearson_delta_expression correlation · higher Uncertainty: type: unreported; reported spread: 0.029; note: Printed ± spread; SD/SE/CI type not established by inspected table caption. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceCPA + KG on GEARS Norman2019 CPA-control comparison Pearson DE: Norman2019 perturbation-response Pearson DE Predict post-perturbation expression on Norman2019. MSE compares predicted and true expression; Pearson DE compares predicted versus true change over unperturbed controls (Supplementary Table1). Exact Table6 scoring gene subset and split manifest remain unextracted. Aggregation: Not reported GEARS primary supplement, Table6 · Supplementary Table6, printed p34 / PDF p35, row CPA + KG, column Pearson DE |
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| Configuration: GEARS | Protocol: GEARS Norman2019 CPA-control comparison MSE: Norman2019 perturbation-response MSE Dataset subset: Norman et al.2019 perturbation data used in GEARS Supplementary Table6 (GEARS Norman2019 CPA-control comparison split) | 0.216 ± 0.053 mse squared_expression_units_unreported · lower Uncertainty: type: unreported; reported spread: 0.053; note: Printed ± spread; SD/SE/CI type not established by inspected table caption. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceGEARS on GEARS Norman2019 CPA-control comparison MSE: Norman2019 perturbation-response MSE Predict post-perturbation expression on Norman2019. MSE compares predicted and true expression; Pearson DE compares predicted versus true change over unperturbed controls (Supplementary Table1). Exact Table6 scoring gene subset and split manifest remain unextracted. Aggregation: Not reported GEARS primary supplement, Table6 · Supplementary Table6, printed p34 / PDF p35, row GEARS, column MSE |
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| Configuration: GEARS | Protocol: GEARS Norman2019 CPA-control comparison Pearson DE: Norman2019 perturbation-response Pearson DE Dataset subset: Norman et al.2019 perturbation data used in GEARS Supplementary Table6 (GEARS Norman2019 CPA-control comparison split) | 0.556 ± 0.030 pearson_delta_expression correlation · higher Uncertainty: type: unreported; reported spread: 0.030; note: Printed ± spread; SD/SE/CI type not established by inspected table caption. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceGEARS on GEARS Norman2019 CPA-control comparison Pearson DE: Norman2019 perturbation-response Pearson DE Predict post-perturbation expression on Norman2019. MSE compares predicted and true expression; Pearson DE compares predicted versus true change over unperturbed controls (Supplementary Table1). Exact Table6 scoring gene subset and split manifest remain unextracted. Aggregation: Not reported GEARS primary supplement, Table6 · Supplementary Table6, printed p34 / PDF p35, row GEARS, column Pearson DE |
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| Configuration: No Perturb | Protocol: GEARS Norman2019 CPA-control comparison MSE: Norman2019 perturbation-response MSE Dataset subset: Norman et al.2019 perturbation data used in GEARS Supplementary Table6 (GEARS Norman2019 CPA-control comparison split) | 0.551 ± 0.029 mse squared_expression_units_unreported · lower Uncertainty: type: unreported; reported spread: 0.029; note: Printed ± spread; SD/SE/CI type not established by inspected table caption. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNo Perturb on GEARS Norman2019 CPA-control comparison MSE: Norman2019 perturbation-response MSE Predict post-perturbation expression on Norman2019. MSE compares predicted and true expression; Pearson DE compares predicted versus true change over unperturbed controls (Supplementary Table1). Exact Table6 scoring gene subset and split manifest remain unextracted. Aggregation: Not reported GEARS primary supplement, Table6 · Supplementary Table6, printed p34 / PDF p35, row No Perturb, column MSE |
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| Configuration: No Perturb | Protocol: GEARS Norman2019 CPA-control comparison Pearson DE: Norman2019 perturbation-response Pearson DE Dataset subset: Norman et al.2019 perturbation data used in GEARS Supplementary Table6 (GEARS Norman2019 CPA-control comparison split) | 0.004 ± 0.006 pearson_delta_expression correlation · higher Uncertainty: type: unreported; reported spread: 0.006; note: Printed ± spread; SD/SE/CI type not established by inspected table caption. Coverage: Not reported scored / Not reported eligible | Author-reported evaluation · Source checkedMethods, coverage and sourceNo Perturb on GEARS Norman2019 CPA-control comparison Pearson DE: Norman2019 perturbation-response Pearson DE Predict post-perturbation expression on Norman2019. MSE compares predicted and true expression; Pearson DE compares predicted versus true change over unperturbed controls (Supplementary Table1). Exact Table6 scoring gene subset and split manifest remain unextracted. Aggregation: Not reported GEARS primary supplement, Table6 · Supplementary Table6, printed p34 / PDF p35, row No Perturb, column Pearson DE |
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