New shooter means: A horse that has skipped the Kentucky Derby to run in the Preakness Stakes or Belmont Stakes.. There is no real cause for parental concern; it is descriptive vocabulary rather than risky behaviour. If your teen uses it, context will usually make the intent clear. A short, curious question about where they heard it is usually all that is needed to know whether to follow up.