# Subgroup Identification on eICU ventilation-free-days outcome Source: [Subgroup Identification on eICU ventilation-free-days outcome]() Collection index: [llms.txt]() Data updated: 2026-06-15T06:28:07.191Z Evaluation of models designed to identify specific patient subgroups related to ventilation-free days outcome using the eICU dataset, assessed via metrics such as ESS, % Extreme, and Max IPW. 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 | Subgroup Identification | | Dataset (including any stated split) | eICU ventilation-free-days outcome | | Metric | ESS | | 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 - [ESS](): Higher is better; unit: SCALAR. - [Extreme Rate](): Lower is better; unit: PERCENT. - [Max IPW](): Higher is better; unit: SCALAR. ## Recorded results | Method | ESS | Result date | Report paper | | --- | --- | --- | --- | | MOSIC-Forest | 531.92 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-Forest | 520.97 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-DT | 518.43 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-DT | 500.53 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-Forest | 489.73 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-MLP | 488.8 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-DT | 459.98 | Not recorded | 68fa7a571e209131cea82987 | | OWL | 454.09 | Not recorded | 68fa7a571e209131cea82987 | | Dragonnet | 441.91 | Not recorded | 68fa7a571e209131cea82987 | | CF | 441.76 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-MLP | 438.94 | Not recorded | 68fa7a571e209131cea82987 | | VT | 430.49 | Not recorded | 68fa7a571e209131cea82987 | | CT | 422.01 | Not recorded | 68fa7a571e209131cea82987 | | OWL | 401.11 | Not recorded | 68fa7a571e209131cea82987 | | CF | 392.13 | Not recorded | 68fa7a571e209131cea82987 | | Dragonnet | 388.79 | Not recorded | 68fa7a571e209131cea82987 | | MOSIC-MLP | 384.8 | Not recorded | 68fa7a571e209131cea82987 | | VT | 378.74 | Not recorded | 68fa7a571e209131cea82987 | | CT | 360.14 | Not recorded | 68fa7a571e209131cea82987 | | OWL | 347.27 | Not recorded | 68fa7a571e209131cea82987 | | CF | 342.29 | Not recorded | 68fa7a571e209131cea82987 | | Dragonnet | 332.98 | Not recorded | 68fa7a571e209131cea82987 | | VT | 327.13 | Not recorded | 68fa7a571e209131cea82987 | | CT | 298.06 | Not recorded | 68fa7a571e209131cea82987 | ### MOSIC-Forest ESS: 531.92. Result ID: 6a2f9abafbc373592c2b278c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.01","c":"0.8"}. This record does not assert independent reproduction. ### MOSIC-Forest ESS: 520.97. Result ID: 6a2f9abafbc373592c2b278b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.01","c":"0.7"}. This record does not assert independent reproduction. ### MOSIC-DT ESS: 518.43. Result ID: 6a2f9abafbc373592c2b2789. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.01","c":"0.8"}. This record does not assert independent reproduction. ### MOSIC-DT ESS: 500.53. Result ID: 6a2f9abafbc373592c2b2788. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.01","c":"0.7"}. This record does not assert independent reproduction. ### MOSIC-Forest ESS: 489.73. Result ID: 6a2f9abafbc373592c2b278a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.01","c":"0.6"}. This record does not assert independent reproduction. ### MOSIC-MLP ESS: 488.8. Result ID: 6a2f9abafbc373592c2b2786. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.01","c":"0.8"}. This record does not assert independent reproduction. ### MOSIC-DT ESS: 459.98. Result ID: 6a2f9abafbc373592c2b2787. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.01","c":"0.6"}. This record does not assert independent reproduction. ### OWL ESS: 454.09. Result ID: 6a2f9abafbc373592c2b2777. [Reporting paper]() Recorded evaluation configuration: {"c":"0.8"}. This record does not assert independent reproduction. ### Dragonnet ESS: 441.91. Result ID: 6a2f9abafbc373592c2b2783. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"c":"0.8"}. This record does not assert independent reproduction. ### CF ESS: 441.76. Result ID: 6a2f9abafbc373592c2b2780. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"c":"0.8"}. This record does not assert independent reproduction. ### MOSIC-MLP ESS: 438.94. Result ID: 6a2f9abafbc373592c2b2785. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.01","c":"0.7"}. This record does not assert independent reproduction. ### VT ESS: 430.49. Result ID: 6a2f9abafbc373592c2b277a. [Reporting paper]() Recorded evaluation configuration: {"c":"0.8"}. This record does not assert independent reproduction. ### CT ESS: 422.01. Result ID: 6a2f9abafbc373592c2b277d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"c":"0.8"}. This record does not assert independent reproduction. ### OWL ESS: 401.11. Result ID: 6a2f9abafbc373592c2b2776. [Reporting paper]() Recorded evaluation configuration: {"c":"0.7"}. This record does not assert independent reproduction. ### CF ESS: 392.13. Result ID: 6a2f9abafbc373592c2b277f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"c":"0.7"}. This record does not assert independent reproduction. ### Dragonnet ESS: 388.79. Result ID: 6a2f9abafbc373592c2b2782. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"c":"0.7"}. This record does not assert independent reproduction. ### MOSIC-MLP ESS: 384.8. Result ID: 6a2f9abafbc373592c2b2784. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"alpha":"0.01","c":"0.6"}. This record does not assert independent reproduction. ### VT ESS: 378.74. Result ID: 6a2f9abafbc373592c2b2779. [Reporting paper]() Recorded evaluation configuration: {"c":"0.7"}. This record does not assert independent reproduction. ### CT ESS: 360.14. Result ID: 6a2f9abafbc373592c2b277c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"c":"0.7"}. This record does not assert independent reproduction. ### OWL ESS: 347.27. Result ID: 6a2f9abafbc373592c2b2775. [Reporting paper]() Recorded evaluation configuration: {"c":"0.6"}. This record does not assert independent reproduction. ### CF ESS: 342.29. Result ID: 6a2f9abafbc373592c2b277e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"c":"0.6"}. This record does not assert independent reproduction. ### Dragonnet ESS: 332.98. Result ID: 6a2f9abafbc373592c2b2781. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"c":"0.6"}. This record does not assert independent reproduction. ### VT ESS: 327.13. Result ID: 6a2f9abafbc373592c2b2778. [Reporting paper]() Recorded evaluation configuration: {"c":"0.6"}. This record does not assert independent reproduction. ### CT ESS: 298.06. Result ID: 6a2f9abafbc373592c2b277b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"c":"0.6"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.