Active Modality Acquisition on MIMIC Symile G_full (test)
5.121Fracture ScoreOracle
Evaluation Results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OracleStrategy Category=Upper Bounds (for reference)2025.05 | 5.121 | 6.802 | 4.228 | 5.862 | 3.435 | 4.246 | 1.912 | 5.429 | 2.864 | 6.119 | 4.602 | — | — | — | — | — | — | — | — | — | — | — | |
| OracleStrategy Category=Upper Bounds (for reference)2025.05 | 2.807 | 4.224 | 2.716 | 5.901 | 2.096 | 2.715 | 4.677 | 6.125 | 4.317 | 8.654 | 4.423 | — | — | — | — | — | — | — | — | — | — | — | |
| OracleStrategy Category=Upper Bounds (for reference)2025.05 | 2.579 | 2.964 | 4.784 | 3.093 | 3.015 | 2.746 | 2.52 | 4.092 | 5.895 | 10.623 | 4.231 | — | — | — | — | — | — | — | — | — | — | — | |
| OracleStrategy Category=Upper Bounds (for reference), Model=Beta-Conditional VAE2025.05 | 1.785 | 3.468 | 2.78 | 2.632 | 2.46 | 2.902 | 2.559 | 3.156 | 5.255 | 14.162 | 4.116 | — | — | — | — | — | — | — | — | — | — | — | |
| True KL-Div.Strategy Category=Upper Bounds (for reference)2025.05 | 1.009 | 0.752 | 0.855 | 0.689 | 0.9 | 0.871 | 0.701 | 0.582 | 0.892 | 0.745 | 0.8 | — | — | — | — | — | — | — | — | — | — | — | |
| RandomStrategy Category=Baselines (no imputation)2025.05 | 1.005 | 0.143 | 0.47 | 0.546 | 0.51 | 0.482 | 0.703 | 0.534 | 0.553 | 0.319 | 0.526 | — | — | — | — | — | — | — | — | — | — | — | |
| True Uncert.Strategy Category=Upper Bounds (for reference)2025.05 | 0.939 | 0.735 | 0.571 | 0.106 | 0.719 | 0.701 | 0.626 | 0.147 | 0.664 | 0.343 | 0.555 | — | — | — | — | — | — | — | — | — | — | — | |
| Uncert. (Proposed)Strategy Category=Imputation-based (proposed), Imputation=BC-VAE2025.05 | 0.911 | 0.557 | 0.593 | 0.162 | 0.637 | 0.629 | 0.596 | 0.095 | 0.567 | 0.448 | 0.519 | — | — | — | — | — | — | — | — | — | — | — | |
| True KL-Div.Strategy Category=Upper Bounds (for reference)2025.05 | 0.883 | 0.97 | 0.933 | 0.781 | 0.939 | 0.853 | 0.828 | 0.792 | 0.906 | 0.827 | 0.871 | — | — | — | — | — | — | — | — | — | — | — | |
| Uncert. (Baseline)Strategy Category=Baselines (no imputation), Imputation=None2025.05 | 0.862 | 0.397 | 0.51 | 0.423 | 0.592 | 0.531 | 0.534 | 0.022 | 0.441 | 0.5 | 0.477 | — | — | — | — | — | — | — | — | — | — | — | |
| True RankStrategy Category=Upper Bounds (for reference)2025.05 | 0.853 | 0.684 | 0.706 | 0.676 | 0.714 | 0.756 | 0.751 | 0.898 | 0.738 | 0.455 | 0.723 | — | — | — | — | — | — | — | — | — | — | — | |
| True KL-Div.Strategy Category=Upper Bounds (for reference)2025.05 | 0.842 | 0.558 | 0.673 | 0.518 | 0.708 | 0.609 | 0.674 | 0.801 | 0.775 | -0.083 | 0.608 | — | — | — | — | — | — | — | — | — | — | — | |
| KL-Div. (Proposed)Strategy Category=Imputation-based (proposed), Imputation=BC-VAE2025.05 | 0.834 | 0.42 | 0.684 | 0.527 | 0.744 | 0.718 | 0.456 | 0.324 | 0.757 | 0.38 | 0.584 | — | — | — | — | — | — | — | — | — | — | — | |
| KL-DivStrategy Category=Imputation-based (proposed)2025.05 | 0.827 | 0.561 | 0.488 | 0.505 | 0.459 | 0.385 | 0.362 | 0.418 | 0.499 | 0.14 | 0.465 | — | — | — | — | — | — | — | — | — | — | — | |
| True KL-Div.Strategy Category=Upper Bounds (for reference), Model=Beta-Conditional VAE2025.05 | 0.798 | 0.7 | 0.828 | 0.686 | 0.888 | 0.871 | 0.488 | 0.7 | 0.879 | 0.818 | 0.766 | — | — | — | — | — | — | — | — | — | — | — | |
| True Uncert.Strategy Category=Upper Bounds (for reference), Model=Beta-Conditional VAE2025.05 | 0.778 | 0.623 | 0.606 | 0.206 | 0.731 | 0.745 | 0.183 | 0.151 | 0.525 | 0.579 | 0.513 | — | — | — | — | — | — | — | — | — | — | — | |
| KL-DivStrategy Category=Imputation-based (proposed)2025.05 | 0.77 | 0.899 | 0.895 | 0.684 | 0.832 | 0.729 | 0.896 | 0.722 | 0.763 | 0.581 | 0.777 | — | — | — | — | — | — | — | — | — | — | — | |
| Uncert. (Imputation-based)Strategy Category=Imputation-based (proposed), Model=Beta-Conditional VAE2025.05 | 0.757 | 0.584 | 0.592 | 0.228 | 0.637 | 0.663 | 0.03 | 0.202 | 0.454 | 0.719 | 0.48 | — | — | — | — | — | — | — | — | — | — | — | |
| True RankStrategy Category=Upper Bounds (for reference), Model=Beta-Conditional VAE2025.05 | 0.736 | 0.625 | 0.822 | 0.733 | 0.843 | 0.828 | 0.533 | 0.667 | 0.824 | 0.278 | 0.689 | — | — | — | — | — | — | — | — | — | — | — | |
| KL-Div. (Imputation-based)Strategy Category=Imputation-based (proposed), Model=Beta-Conditional VAE2025.05 | 0.725 | 0.574 | 0.636 | 0.599 | 0.733 | 0.749 | 0.39 | 0.584 | 0.736 | 0.514 | 0.624 | — | — | — | — | — | — | — | — | — | — | — | |
| True RankStrategy Category=Upper Bounds (for reference)2025.05 | 0.714 | 0.728 | 0.853 | 0.777 | 0.89 | 0.843 | 0.457 | 0.501 | 0.825 | 0.603 | 0.719 | — | — | — | — | — | — | — | — | — | — | — | |
| Uncert. (Baselines)Strategy Category=Baselines (no imputation), Model=Beta-Conditional VAE2025.05 | 0.713 | 0.239 | 0.429 | 0.335 | 0.579 | 0.534 | 0.021 | 0.301 | 0.357 | 0.871 | 0.438 | — | — | — | — | — | — | — | — | — | — | — | |
| UncertaintyStrategy Category=Imputation-based (proposed)2025.05 | 0.663 | 0.744 | 0.611 | 0.118 | 0.569 | 0.424 | 0.13 | 0.149 | 0.519 | 0.513 | 0.444 | — | — | — | — | — | — | — | — | — | — | — | |
| True RankStrategy Category=Upper Bounds (for reference)2025.05 | 0.659 | 0.858 | 0.903 | 0.72 | 0.897 | 0.882 | 0.676 | 0.771 | 0.911 | 0.483 | 0.776 | — | — | — | — | — | — | — | — | — | — | — | |
| Prob. (Proposed)Strategy Category=Imputation-based (proposed), Imputation=BC-VAE2025.05 | 0.643 | 0.559 | 0.489 | 0.304 | 0.603 | 0.553 | 0.71 | 0.023 | 0.096 | 0.58 | 0.395 | — | — | — | — | — | — | — | — | — | — | — | |
| Prob. (Imputation-based)Strategy Category=Imputation-based (proposed), Model=Beta-Conditional VAE2025.05 | 0.642 | 0.61 | 0.539 | 0.072 | 0.696 | 0.609 | 0.221 | 0.013 | 0.064 | 0.868 | 0.433 | — | — | — | — | — | — | — | — | — | — | — | |
| ProbabilityStrategy Category=Imputation-based (proposed)2025.05 | 0.631 | 0.673 | 0.503 | 0.028 | 0.624 | 0.366 | 0.32 | 0.041 | 0.339 | 0.965 | 0.449 | — | — | — | — | — | — | — | — | — | — | — | |
| True Uncert.Strategy Category=Upper Bounds (for reference)2025.05 | 0.604 | 0.812 | 0.709 | 0.05 | 0.645 | 0.473 | 0.181 | 0.14 | 0.595 | 0.293 | 0.45 | — | — | — | — | — | — | — | — | — | — | — | |
| RankStrategy Category=Imputation-based (proposed)2025.05 | 0.53 | -0.048 | 0.311 | 0.429 | 0.485 | 0.305 | 0.422 | 0.306 | 0.519 | 0.653 | 0.391 | — | — | — | — | — | — | — | — | — | — | — | |
| UncertaintyStrategy Category=Baselines (no imputation)2025.05 | 0.492 | 0.598 | 0.486 | 0.244 | 0.525 | 0.46 | 0.511 | 0.396 | 0.539 | 0.272 | 0.452 | — | — | — | — | — | — | — | — | — | — | — | |
| RankStrategy Category=Imputation-based (proposed)2025.05 | 0.461 | 0.388 | 0.421 | 0.318 | 0.351 | 0.384 | 0.564 | 0.402 | 0.389 | 0.396 | 0.407 | — | — | — | — | — | — | — | — | — | — | — | |
| Random (Baselines)Strategy Category=Baselines (no imputation), Model=Beta-Conditional VAE2025.05 | 0.455 | 0.248 | 0.444 | 0.336 | 0.485 | 0.465 | 0.32 | 0.202 | 0.364 | 0.483 | 0.38 | — | — | — | — | — | — | — | — | — | — | — | |
| True Uncert.Strategy Category=Upper Bounds (for reference)2025.05 | 0.429 | 0.647 | 0.729 | 0.332 | 0.555 | 0.554 | 0.638 | 0.33 | 0.72 | 0.446 | 0.538 | — | — | — | — | — | — | — | — | — | — | — | |
| RandomStrategy Category=Baselines (no imputation), Imputation=None2025.05 | 0.429 | 0.29 | 0.497 | 0.102 | 0.48 | 0.418 | 0.441 | 0.152 | 0.399 | 0.291 | 0.35 | — | — | — | — | — | — | — | — | — | — | — | |
| UncertaintyStrategy Category=Baselines (no imputation)2025.05 | 0.428 | 0.524 | 0.509 | 0.246 | 0.519 | 0.434 | 0.215 | 0.26 | 0.482 | 0.811 | 0.443 | — | — | — | — | — | — | — | — | — | — | — | |
| Rank (Imputation-based)Strategy Category=Imputation-based (proposed), Model=Beta-Conditional VAE2025.05 | 0.355 | 0.334 | 0.409 | 0.405 | 0.427 | 0.472 | 0.495 | 0.336 | 0.412 | 0.448 | 0.409 | — | — | — | — | — | — | — | — | — | — | — | |
| ProbabilityStrategy Category=Imputation-based (proposed)2025.05 | 0.318 | 0.657 | 0.761 | 0.62 | 0.578 | 0.618 | 0.601 | 0.636 | 0.591 | -0.435 | 0.494 | — | — | — | — | — | — | — | — | — | — | — | |
| Prob. (Baselines)Strategy Category=Baselines (no imputation), Model=Beta-Conditional VAE2025.05 | 0.265 | 0.594 | 0.567 | 0.405 | 0.565 | 0.478 | 0.549 | 0.407 | 0.531 | 0.871 | 0.523 | — | — | — | — | — | — | — | — | — | — | — | |
| Rank (Proposed)Strategy Category=Imputation-based (proposed), Imputation=BC-VAE2025.05 | 0.252 | 0.281 | 0.526 | 0.327 | 0.444 | 0.416 | 0.357 | 0.311 | 0.493 | 0.251 | 0.366 | — | — | — | — | — | — | — | — | — | — | — | |
| ProbabilityStrategy Category=Baselines (no imputation)2025.05 | 0.244 | 0.615 | 0.55 | 0.641 | 0.58 | 0.619 | 0.508 | 0.754 | 0.575 | -0.513 | 0.457 | — | — | — | — | — | — | — | — | — | — | — | |
| ProbabilityStrategy Category=Baselines (no imputation)2025.05 | 0.242 | 0.523 | 0.546 | 0.512 | 0.533 | 0.479 | 0.756 | 0.555 | 0.541 | 0.811 | 0.55 | — | — | — | — | — | — | — | — | — | — | — | |
| RandomStrategy Category=Baselines (no imputation)2025.05 | 0.149 | 0.423 | 0.429 | 0.222 | 0.448 | 0.386 | 0.503 | 0.354 | 0.435 | 0.527 | 0.388 | — | — | — | — | — | — | — | — | — | — | — | |
| Prob. (Baseline)Strategy Category=Baselines (no imputation), Imputation=None2025.05 | 0.127 | 0.508 | 0.526 | 0.054 | 0.462 | 0.424 | 0.468 | 0.291 | 0.518 | 0.499 | 0.388 | — | — | — | — | — | — | — | — | — | — | — | |
| UncertaintyStrategy Category=Imputation-based (proposed)2025.05 | 0.022 | 0.647 | 0.88 | 0.503 | 0.493 | 0.561 | 0.744 | 0.541 | 0.587 | 0.558 | 0.554 | — | — | — | — | — | — | — | — | — | — | — | |
| KL-DivStrategy Category=Imputation-based (proposed)2025.05 | — | — | — | — | — | — | — | — | — | — | — | 0.838 | 0.882 | 0.706 | 0.779 | 0.893 | 0.747 | 1.266 | 0.683 | 0.761 | 0.773 | 0.833 | |
| OracleStrategy Category=Upper Bounds (for reference)2025.05 | — | — | — | — | — | — | — | — | — | — | — | 2.876 | 3.722 | 2.856 | 4.862 | 2.793 | 2.787 | 4.974 | 6.657 | 4.817 | 9.461 | 4.58 | |
| ProbabilityStrategy Category=Imputation-based (proposed)2025.05 | — | — | — | — | — | — | — | — | — | — | — | 0.861 | 0.638 | 0.61 | 0.099 | 0.514 | 0.35 | 0.19 | 0.075 | 0.172 | 0.898 | 0.426 | |
| ProbabilityStrategy Category=Baselines (no imputation)2025.05 | — | — | — | — | — | — | — | — | — | — | — | 0.153 | 0.519 | 0.464 | 0.446 | 0.421 | 0.431 | 0.778 | 0.417 | 0.416 | 0.536 | 0.458 | |
| RandomStrategy Category=Baselines (no imputation)2025.05 | — | — | — | — | — | — | — | — | — | — | — | 0.241 | 0.399 | 0.479 | 0.25 | 0.425 | 0.385 | 0.365 | 0.381 | 0.505 | 0.327 | 0.376 | |
| RankStrategy Category=Imputation-based (proposed)2025.05 | — | — | — | — | — | — | — | — | — | — | — | 0.123 | 0.331 | 0.434 | 0.371 | 0.352 | 0.378 | 0.607 | 0.635 | 0.437 | 0.115 | 0.378 | |
| True KL-Div.Strategy Category=Upper Bounds (for reference)2025.05 | — | — | — | — | — | — | — | — | — | — | — | 1.029 | 1.019 | 0.885 | 0.841 | 0.92 | 0.885 | 0.753 | 0.75 | 0.837 | 0.91 | 0.883 | |
| True RankStrategy Category=Upper Bounds (for reference)2025.05 | — | — | — | — | — | — | — | — | — | — | — | 0.963 | 0.924 | 0.946 | 0.802 | 0.887 | 0.878 | 0.411 | 0.793 | 0.902 | 0.605 | 0.811 | |
| True Uncert.Strategy Category=Upper Bounds (for reference)2025.05 | — | — | — | — | — | — | — | — | — | — | — | 0.915 | 0.763 | 0.749 | 0.152 | 0.648 | 0.524 | 0.251 | 0.212 | 0.728 | 0.136 | 0.481 | |
| UncertaintyStrategy Category=Imputation-based (proposed)2025.05 | — | — | — | — | — | — | — | — | — | — | — | 0.851 | 0.686 | 0.701 | 0.188 | 0.588 | 0.45 | 0.022 | 0.199 | 0.658 | 0.055 | 0.44 | |
| UncertaintyStrategy Category=Baselines (no imputation)2025.05 | — | — | — | — | — | — | — | — | — | — | — | 0.616 | 0.482 | 0.543 | 0.38 | 0.539 | 0.48 | 0.201 | 0.406 | 0.615 | 0.536 | 0.48 |