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Merge pull request #1725 from ihmeuw/12.1.1
MNCNH Model 12.1.1 VV
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docs/source/models/concept_models/vivarium_mncnh_portfolio/concept_model.rst

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* Confirm that neonatal cause-specific mortality matches expectation
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* Confirm LBWSG risk effects are working as expected
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* Confirm that LBWSG PAF values match expectation through independent replication
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- * Reasonably confident that the LNN PAF values in the artifact are correct based on this `artifact verification notebook <https://app.reviewnb.com/ihmeuw/vivarium_research_mncnh_portfolio/blob/12.1.1/verification_and_validation/model_12.1.1_artifact_check.ipynb/>`_
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* LBWSG risk effects are working as expected based on this `interactive simulation notebook <https://app.reviewnb.com/ihmeuw/vivarium_research_mncnh_portfolio/blob/12.1.1/verification_and_validation/model_12.1.1_lbwsg_effects_interactive_simulation.ipynb/>`_
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* All cause mortality risk is within 10% of target, but particularly for late neonatal females, there appears to be some slight miscalibration (although the direction varies by location)
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* Preterm birth mortality risk is slightly underestimated in late neonatal age group. Other cause specific mortality risks look generally acceptable, with other causes mortalty risks trending towards overestimation
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- * `Model 12.1.1 artifact checking notebook <https://app.reviewnb.com/ihmeuw/vivarium_research_mncnh_portfolio/blob/12.1.1/verification_and_validation/model_12.1.1_artifact_check.ipynb/>`_
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* `Model 12.1.1 LBWSG effect interactive sim notebook <https://app.reviewnb.com/ihmeuw/vivarium_research_mncnh_portfolio/blob/12.1.1/verification_and_validation/model_12.1.1_lbwsg_effects_interactive_simulation.ipynb/>`_
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* `Model 12.1.1 neonatal checks <https://app.reviewnb.com/ihmeuw/vivarium_research_mncnh_portfolio/blob/12.1.1/verification_and_validation/model_12.1.1_nn_checks.ipynb/>`_
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* - 13.0
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- * Confirm baseline maternal disorders burden still validates
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* Confirm hemoglobin exposure appropriately modifies maternal disorders incidence ratios (using the interactive sim), but no case fatality rates
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- Explanation
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- Action plan
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- Timeline
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* - Issue with LBWSG PAF calculation for the late neonatal age group
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- See the summary in the model 12.1.1 run request
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- Hussain to update and rerun, Ali to do independent replication of PAF calculation verification
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- Model 12.1.1
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* - Some miscalibration of all-cause mortality for late neonatal females
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- Could be due to random noise given that this is the demographic with the lowest mortality rates and therefore smallest counts
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- Rerun with larger population size?
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- TBD
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* - Late neonatal mortality due to preterm birth slightly underestimated and other-causes mortality may be slightly overestimated (though within 10%)
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- Possibly related to the above PAF issue?
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- Re-check when other known PAF issues are addressed
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- Unknown -- possibly related to negative other causes mortality in Pakistan and Nigeria. Check that we only have a single parameter for preterm prevalence and that this is not defined differently in the simulation versus the PAF calculation simulation
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- Research to brainstorm
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- None for now
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* - In model 2: Found an error in GBD 2021 for Pakistan fistula modeling - need to come back in a future V&V run after we update the Pakistan OL prevalence values from GBD 2021 to GBD 2023.
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