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Ah, I needed to give both,

java-api

and

java-runtime

a proper configuration to resolve dependencies. This fixed it:

versionMapping {
  usage('java-api') {
    fromResolutionOf('releaseCompileClasspath')
  }
  usage('java-runtime') {
    fromResolutionOf('releaseRuntimeClasspath')
  }
}