A visual approach to explainable computerized clinical decision support

•Visual approach for explainable clinical decision support inspired by decision making within clinical routine.•Scoring function for computing the relevance of an evidence item for the recommendation.•Classification of evidence items into supportive, contradictory, and recommendation changers.•Capabilities to modify evidence items with a comparative glyph-based visualization of anterior and posterior results.