Although the contention of this perspective is that more profound and flexible deductive strategies are required for ML models to displace expert intervention in a host of scenarios, deduction is nevertheless already widely employed in various forms in existing ML model development. Sections These approaches are often critical in data-scarce scenarios, but they ultimately represent blunt instruments for introducing deductive constraints.