To accurately measure and prepare precise concentrations of a drug solution for experiments, the necessary tool among the options provided would be:
A digital balance.
A digital balance is essential for measuring the exact amount of drug to be dissolved in a solvent to achieve the desired concentration.
The other tools listed (thermometer, data collection probe, water bath) may be useful in different contexts during the experiment but are not specifically necessary for preparing drug concentrations.