# Optimal Subgroup Identification on eICU ventilation-free days within 7 days (test) Source: [Optimal Subgroup Identification on eICU ventilation-free days within 7 days (test)]() Collection index: [llms.txt]() Data updated: 2026-06-15T06:28:07.230Z Evaluation of models designed to identify optimal patient subgroups using the eICU dataset, specifically focusing on outcomes related to ventilation-free days within 7 days, assessed using metrics like Subgroup ATE. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Optimal Subgroup Identification | | Dataset (including any stated split) | eICU ventilation-free days within 7 days (test) | | Metric | Subgroup ATE | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 24 of 24 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Subgroup ATE](): Higher is better; unit: SCALAR. - [Number of Unbalanced Features](): Lower is better; unit: SCALAR. ## Recorded results | Method | Subgroup ATE | Result date | Report paper | | --- | --- | --- | --- | | OWL | 0.05 | Not recorded | 68fa7a571e209131cea82987 | | Dragonnet | 0.05 | Not recorded | 68fa7a571e209131cea82987 | | Dragonnet | 0.05 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-MLP | 0.05 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-MLP | 0.05 | Not recorded | 68fa7a571e209131cea82987 | | OWL | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | VT | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | VT | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | VT | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | CT | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | CT | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | CT | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | CF | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | CF | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | Dragonnet | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-MLP | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-DT | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-DT | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-DT | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-Forest | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-Forest | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-Forest | 0.04 | Not recorded | 68fa7a571e209131cea82987 | | OWL | 0.03 | Not recorded | 68fa7a571e209131cea82987 | | CF | 0.03 | Not recorded | 68fa7a571e209131cea82987 | ### OWL Subgroup ATE: 0.05. Result ID: 6a2f9abafbc373592c2b278d. [Reporting paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.6"}. This record does not assert independent reproduction. ### Dragonnet Subgroup ATE: 0.05. Result ID: 6a2f9abafbc373592c2b2799. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.6"}. This record does not assert independent reproduction. ### Dragonnet Subgroup ATE: 0.05. Result ID: 6a2f9abafbc373592c2b279a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.7"}. This record does not assert independent reproduction. ### MOSIC-MLP Subgroup ATE: 0.05. Result ID: 6a2f9abafbc373592c2b279c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.6"}. This record does not assert independent reproduction. ### MOSIC-MLP Subgroup ATE: 0.05. Result ID: 6a2f9abafbc373592c2b279d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.7"}. This record does not assert independent reproduction. ### OWL Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b278e. [Reporting paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.7"}. This record does not assert independent reproduction. ### VT Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b2790. [Reporting paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.6"}. This record does not assert independent reproduction. ### VT Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b2791. [Reporting paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.7"}. This record does not assert independent reproduction. ### VT Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b2792. [Reporting paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.8"}. This record does not assert independent reproduction. ### CT Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b2793. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.6"}. This record does not assert independent reproduction. ### CT Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b2794. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.7"}. This record does not assert independent reproduction. ### CT Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b2795. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.8"}. This record does not assert independent reproduction. ### CF Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b2796. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.6"}. This record does not assert independent reproduction. ### CF Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b2798. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.8"}. This record does not assert independent reproduction. ### Dragonnet Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b279b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.8"}. This record does not assert independent reproduction. ### MOSIC-MLP Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b279e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.8"}. This record does not assert independent reproduction. ### MOSIC-DT Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b279f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.6"}. This record does not assert independent reproduction. ### MOSIC-DT Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b27a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.7"}. This record does not assert independent reproduction. ### MOSIC-DT Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b27a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.8"}. This record does not assert independent reproduction. ### MOSIC-Forest Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b27a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.6"}. This record does not assert independent reproduction. ### MOSIC-Forest Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b27a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.7"}. This record does not assert independent reproduction. ### MOSIC-Forest Subgroup ATE: 0.04. Result ID: 6a2f9abafbc373592c2b27a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.8"}. This record does not assert independent reproduction. ### OWL Subgroup ATE: 0.03. Result ID: 6a2f9abafbc373592c2b278f. [Reporting paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.8"}. This record does not assert independent reproduction. ### CF Subgroup ATE: 0.03. Result ID: 6a2f9abafbc373592c2b2797. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Subgroup size constraint (c)":"0.7"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.