paper-0077 · paper · 2015
D. Sculley et al.
Why ML systems rot in production; founding text of MLOps.
Academic, score -0.1874
| Metric | Status | Value | Norm. | Weight | Contribution | Source | Confidence | Provenance |
|---|---|---|---|---|---|---|---|---|
| citation_count | present | 843.0 | 0.00379 | 0.5 | 0.001895 | OpenAlex | high | link |
| library_holdings | missing | recorded as missing, penalized by rule, never imputed | −0.1 | recorded as missing; penalized by rule, never imputed | ||||
| readership_persistence | present | 11.0 | 0.714286 | 0.05 | 0.035714 | OpenAlex | medium | link |
| syllabus_adoptions | missing | recorded as missing, penalized by rule, never imputed | −0.125 | recorded as missing; penalized by rule, never imputed | ||||
Broad Influence, score 0.0865
| Metric | Status | Value | Norm. | Weight | Contribution | Source | Confidence | Provenance |
|---|---|---|---|---|---|---|---|---|
| citation_count | present | 843.0 | 0.00379 | 0.2 | 0.000758 | OpenAlex | high | link |
| library_holdings | missing | recorded as missing, penalized by rule, never imputed | −0.125 | recorded as missing; penalized by rule, never imputed | ||||
| readership_persistence | present | 11.0 | 0.714286 | 0.4 | 0.285714 | OpenAlex | medium | link |
| syllabus_adoptions | missing | recorded as missing, penalized by rule, never imputed | −0.075 | recorded as missing; penalized by rule, never imputed | ||||
Governance Practitioner, score -0.2526
| Metric | Status | Value | Norm. | Weight | Contribution | Source | Confidence | Provenance |
|---|---|---|---|---|---|---|---|---|
| citation_count | present | 843.0 | 0.00379 | 0.25 | 0.000948 | OpenAlex | high | link |
| library_holdings | missing | recorded as missing, penalized by rule, never imputed | −0.15 | recorded as missing; penalized by rule, never imputed | ||||
| readership_persistence | present | 11.0 | 0.714286 | 0.1 | 0.071429 | OpenAlex | medium | link |
| syllabus_adoptions | missing | recorded as missing, penalized by rule, never imputed | −0.175 | recorded as missing; penalized by rule, never imputed | ||||
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