Integrated Decision Records

Free Basic Medicine or Low-Cost Medicine Program is classified as Continued Emphasis under the CSIS Action Grid. Satisfaction is 91.1% against a 51.8% cutoff, while Need for Action is 52.4% against a 51.8% cutoff. Citizens report favorable satisfaction while still calling for further action. Positive delivery should be sustained while specific concerns are validated and refined. The strongest service-stage concern is need for action (52.4%). Segment review identifies Young single student citizens (Segment B) (60.6%) for initial validation. Model discrimination is limited (ROC AUC 48.0%); predictors are validation cues, not reliable explanations or causal factors. The association is near its ordinary baseline (lift 1.02) and is a weak corroborating cue. The proposed response should therefore be treated as a human-review prompt and checked against service records, field conditions, feasibility, and responsible-office feedback.

Basic dental/oral hygiene is classified as Exceeded Expectations under the CSIS Action Grid. Satisfaction is 95.5% against a 52.8% cutoff, while Need for Action is 49.4% against a 52.8% cutoff. Citizens report favorable satisfaction without a high demand for further action. Current performance should be sustained and monitored. The strongest service-stage concern is need for action (49.4%). Segment review identifies Working male homeowners (Segment A) (53.6%) for initial validation. Model discrimination is limited (ROC AUC 49.4%); predictors are validation cues, not reliable explanations or causal factors. The association is near its ordinary baseline (lift 1.02) and is a weak corroborating cue. The proposed response should therefore be treated as a human-review prompt and checked against service records, field conditions, feasibility, and responsible-office feedback.

Free General Consultations/Access to secondary and/or tertiary health care is classified as Exceeded Expectations under the CSIS Action Grid. Satisfaction is 95.5% against a 51.9% cutoff, while Need for Action is 47.7% against a 51.9% cutoff. Citizens report favorable satisfaction without a high demand for further action. Current performance should be sustained and monitored. The strongest service-stage concern is need for action (47.7%). Segment review identifies Young single student citizens (Segment B) (56.0%) for initial validation. Model discrimination is limited (ROC AUC 50.5%); predictors are validation cues, not reliable explanations or causal factors. The association is near its ordinary baseline (lift 1.02) and is a weak corroborating cue. The proposed response should therefore be treated as a human-review prompt and checked against service records, field conditions, feasibility, and responsible-office feedback.

Family Planning/ Reproductive Health Distribution of reproductive health supplies, information dissemination and other services is classified as Exceeded Expectations under the CSIS Action Grid. Satisfaction is 97.5% against a 52.2% cutoff, while Need for Action is 46.0% against a 52.2% cutoff. Citizens report favorable satisfaction without a high demand for further action. Current performance should be sustained and monitored. The strongest service-stage concern is need for action (46.0%). Segment review identifies Working male homeowners (Segment A) (48.3%) for initial validation. Model discrimination is limited (ROC AUC 52.0%); predictors are validation cues, not reliable explanations or causal factors. The association is near its ordinary baseline (lift 1.02) and is a weak corroborating cue. The proposed response should therefore be treated as a human-review prompt and checked against service records, field conditions, feasibility, and responsible-office feedback.

Vaccination for infants/children is classified as Exceeded Expectations under the CSIS Action Grid. Satisfaction is 98.7% against a 51.8% cutoff, while Need for Action is 45.1% against a 51.8% cutoff. Citizens report favorable satisfaction without a high demand for further action. Current performance should be sustained and monitored. The strongest service-stage concern is need for action (45.1%). Segment review identifies Young single student citizens (Segment B) (50.0%) for initial validation. Model discrimination is limited (ROC AUC 47.1%); predictors are validation cues, not reliable explanations or causal factors. The association is near its ordinary baseline (lift 1.02) and is a weak corroborating cue. The proposed response should therefore be treated as a human-review prompt and checked against service records, field conditions, feasibility, and responsible-office feedback.