The generation of clinical practice guidelines accomplishes several aims. First, it reviews available evidence that when placed in a graded hierarchal framework informs clinical practice statements. Second, it identifies gaps in evidence intended to spur future research. Third, it introduces new concepts that orient the discipline toward new models of understanding. Therefore, with regard to the latter aim, the American College of Cardiology/American Heart Association 2013 heart failure (HF) guidelines for the first time articulated a theoretical categorization of HF based on ejection fraction (EF) measurements that differed from prior schemes. 1 Rather than wrestle with the demarcation of HF with reduced EF (HFrEF) vs HF with preserved EF (HFpEF) at a single cut point, the writing group recognized that no evidence base existed to accommodate such precision and that, indeed, the experiential observations captured the theme of a "gray zone" with borderline EF (ie, left ventricular ejection fraction [LVEF] >0.40 and <0.50). Moreover, clinical empiricism led the committee to opine that the pathway to this borderline zone was either de novo discovery or recovery from prior documented HFrEF. Such a categorization raised several important questions. Are those patients still candidates for class of recommendation I evidence-based medical and device therapy as indicated by the guidelines for HFrEF? What is the natural history of HF with improved EF? How large is this cohort? What are the patient experiences of those who have experienced recovery? Most important, is there a science to recovery that creates insight regarding new mechanisms and treatments of left ventricular (LV) dysfunction?In this issue of JAMA Cardiology, Kalogeropoulos et al 2 add nicely to this emerging phenotype with a careful singlecenter analysis of all patients with HF, including detailed phenotyping and longitudinal follow-up with the best evidence to date to endorse the original effort of the American College of Cardiology/American Heart Association HF guideline writing committee to identify this new and potentially important category of HF. 1 The work by Kalogeropoulos et al 2 establishes several new insights: (1) 16.2% (350 of 2166) of those with an LVEF exceeding 0.40 potentially represented improved or "recovered" HF (ie, HFrecEF), (2) 3-year mortality was lowest for HFrecEF compared with HFrEF and HFpEF, and (3) hospitalization burden was significantly lower for HFrecEF compared with the other phenotypes. These data seemingly confirmatory of this new HF phenotype are supportive but not definitive. As pointed out by the authors, the limitations are important and merit emphasis, including it being a singlecenter study, academic referral bias, the absence of anteced-