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. 2024 Dec 17;5(12):101875. doi: 10.1016/j.xcrm.2024.101875

Table 2.

Diagnostic performance of KED on ECG among the southeastern population of the United States

Type AUC Sensitivity Specificity LR+ LR−
AFIB

ZS 0.933 (0.889–0.960) 0.696 (0.588–0.821) 0.991 (0.978–0.997) 112.304 (33.75–222.573) 0.307 (0.183–0.427)
FT 0.932 (0.888–0.964) 0.655 (0.530–0.810) 0.988 (0.970–0.998) 95.024 (26.103–315.549) 0.348 (0.211–0.494)

AFL

ZS 0.965 (0.951–0.979) 0.556 (0.261–0.839) 0.982 (0.956–1.000) 71.341 (0.0–265.54) 0.449 (0.178–0.75)
FT 0.958 (0.941–0.975) 0.560 (0.250–0.960) 0.980 (0.932–1.000) 50.370 (0.000–139.154) 0.445 (0.054–0.759)

IAVB

ZS 0.930 (0.909–0.950) 0.632 (0.516–0.828) 0.963 (0.920–0.984) 20.809 (9.677–35.007) 0.381 (0.187–0.498)
FT 0.969 (0.961–0.978) 0.743 (0.551–0.953) 0.962 (0.922–0.991) 27.693 (11.101–62.236) 0.264 (0.061–0.457)

IRBBB

ZS 0.943 (0.920–0.965) 0.666 (0.375–0.833) 0.964 (0.932–0.997) 31.436 (11.442–113.462) 0.344 (0.179–0.639)
FT 0.954 (0.936–0.972) 0.786 (0.643–0.923) 0.961 (0.947–0.983) 21.756 (15.625–37.800) 0.222 (0.086–0.367)

LAD

ZS 0.931 (0.917–0.946) 0.796 (0.704–0.879) 0.909 (0.878–0.947) 9.136 (6.684–13.029) 0.224 (0.147–0.332)
FT 0.932 (0.917–0.946) 0.744 (0.595–0.872) 0.921 (0.864–0.961) 10.532 (6.343–16.677) 0.276 (0.146–0.432)

LAFB

ZS 0.949 (0.932–0.962) 0.867 (0.731–1.000) 0.934 (0.907–0.953) 13.758 (9.536–18.105) 0.142 (0.033–0.324)
FT 0.963 (0.951–0.975) 0.771 (0.435–0.970) 0.954 (0.912–0.993) 23.629 (10.969–67.444) 0.237 (0.035–0.602)

LBBB

ZS 0.990 (0.983–0.996) 0.730 (0.536–0.933) 0.992 (0.979–0.999) 189.601 (41.25–692.0) 0.271 (0.07–0.477)
FT 0.992 (0.985–0.996) 0.793 (0.577–0.964) 0.992 (0.982–0.999) 166.579 (45.600–695.769) 0.208 (0.041–0.429)

LQRSV

ZS 0.849 (0.813–0.885) 0.661 (0.365–0.898) 0.863 (0.774–0.960) 6.036 (3.631–11.041) 0.379 (0.13–0.669)
FT 0.903 (0.881–0.929) 0.527 (0.327–0.804) 0.952 (0.866–0.989) 15.748 (5.943–34.460) 0.492 (0.248–0.692)

LQT

ZS 0.817 (0.788–0.850) 0.578 (0.259–0.852) 0.848 (0.655–0.979) 5.157 (2.501–12.522) 0.481 (0.215–0.757)
FT 0.855 (0.824–0.885) 0.621 (0.432–0.812) 0.891 (0.764–0.957) 6.418 (3.659–10.592) 0.421 (0.256–0.606)

NSIVCB

ZS 0.880 (0.837–0.928) 0.711 (0.474–0.900) 0.906 (0.877–0.951) 8.471 (5.683–14.168) 0.314 (0.124–0.575)
FT 0.847 (0.780–0.912) 0.587 (0.333–0.850) 0.939 (0.921–0.984) 12.606 (6.652–25.292) 0.434 (0.165–0.695)

SR

ZS 0.860 (0.839–0.880) 0.769 (0.667–0.905) 0.800 (0.699–0.868) 4.105 (2.88–5.405) 0.281 (0.142–0.396)
FT 0.895 (0.880–0.915) 0.743 (0.606–0.881) 0.861 (0.774–0.937) 6.497 (3.749–9.814) 0.292 (0.165–0.439)

PAC

ZS 0.920 (0.892–0.951) 0.686 (0.585–0.79) 0.982 (0.967–0.992) 45.365 (23.143–82.333) 0.319 (0.221–0.425)
FT 0.919 (0.889–0.949) 0.678 (0.578–0.802) 0.971 (0.944–0.986) 27.734 (13.635–44.170) 0.331 (0.214–0.431)

QAb∗

ZS∗ 0.774 (0.737–0.821)∗ 0.583 (0.094–0.89)∗ 0.799 (0.580–0.999)∗ 10.728 (2.081–61.833)∗ 0.491 (0.192–0.912)∗
FT∗ 0.820 (0.791–0.860)∗ 0.592 (0.176–0.862)∗ 0.846 (0.687–0.993)∗ 7.031 (2.609–23.609)∗ 0.463 (0.208–0.834)∗

RBBB

ZS 0.980 (0.961–0.993) 0.916 (0.857–0.963) 0.984 (0.978–0.991) 62.112 (40.452–98.171) 0.086 (0.038–0.148)
FT 0.985 (0.973–0.994) 0.887 (0.810–0.946) 0.987 (0.980–0.994) 78.236 (45.340–129.782) 0.114 (0.057–0.207)

SA

ZS 0.929 (0.903–0.955) 0.495 (0.373–0.68) 0.988 (0.956–0.996) 61.062 (15.427–124.1) 0.51 (0.351–0.647)
FT 0.953 (0.929–0.972) 0.710 (0.549–0.833) 0.986 (0.973–0.996) 63.331 (27.534–139.167) 0.294 (0.176–0.457)

SB

ZS 0.991 (0.986–0.995) 0.965 (0.916–0.991) 0.98 (0.97–0.993) 56.019 (32.454–131.215) 0.036 (0.009–0.086)
FT 0.992 (0.988–0.996) 0.956 (0.926–0.981) 0.983 (0.974–0.990) 61.403 (36.966–96.426) 0.045 (0.020–0.076)

ST

ZS 0.990 (0.985–0.994) 0.933 (0.894–0.965) 0.982 (0.974–0.991) 57.667 (36.661–101.333) 0.068 (0.036–0.116)
FT 0.992 (0.988–0.995) 0.917 (0.879–0.946) 0.990 (0.984–0.995) 105.344 (58.762–196.589) 0.084 (0.055–0.125)

TAb

ZS 0.866 (0.846–0.886) 0.747 (0.667–0.83) 0.848 (0.803–0.905) 5.059 (4.122–6.888) 0.297 (0.212–0.385)
FT 0.878 (0.861–0.894) 0.728 (0.633–0.837) 0.874 (0.811–0.930) 6.285 (4.305–8.950) 0.308 (0.200–0.397)

TInv∗

ZS∗ 0.700 (0.659–0.743)∗ 0.494 (0.356–0.685)∗ 0.812 (0.723–0.895)∗ 2.877 (2.092–4.326)∗ 0.615 (0.438–0.744)∗
FT∗ 0.707 (0.664–0.745)∗ 0.637 (0.545–0.735)∗ 0.731 (0.667–0.776)∗ 2.426 (1.990–2.893)∗ 0.494 (0.374–0.612)∗

VPC

ZS 0.809 (0.758–0.865) 0.436 (0.262–0.583) 0.971 (0.958–0.995) 18.987 (10.516–42.583) 0.58 (0.44–0.775)
FT 0.843 (0.791–0.899) 0.455 (0.356–0.587) 0.983 (0.974–0.994) 33.819 (15.576–67.234) 0.554 (0.431–0.658)

Avg.

ZS 0.900 0.696 0.925 39.601 0.329
FT 0.914 0.705 0.938 41.123 0.316

“ZS” denotes zero-shot, “FT” represents few-shot fine-tune, and the bootstrapped 95% confidence intervals (CIs) are provided in parentheses. Definitions for the remaining abbreviations can be found in Table S8. Asterisks indicate the unseen and super-sub classes. See also Table S2.