Use of stacked proportional bar graphs (`Grotta bars`) to visualize functional outcome distributions in observational neurology research
Forrest, M. R.; Weissgerber, T.; Lieske, E. S.; Tamayo Cuartero, E.; Fischer, E.; Jones, L.; Piccininni, M.; Rohmann, J. L.
Show abstract
Background and ObjectivesStacked proportional bar graphs (nicknamed "Grotta bars") are commonly used to visualize functional outcome scales in stroke research and are also used in other domains of neurological research. In observational studies that present adjusted effect estimates, Grotta bars can mislead readers if they show unadjusted, confounded comparisons. In a sample of recent observational neurology studies with confounding-adjusted effect estimates, we aimed to determine the frequency with which Grotta bars were used to visualize functional outcomes and how often unadjusted Grotta bars were presented without an accompanying adjusted version. We also assessed the methods used to generate adjusted Grotta bars. MethodsIn this meta-research study, we systematically examined all observational studies published in the top 15 Clinical Neurology journals between 2020-2021 with an ordinal functional outcome and confounding-adjusted effect estimate. We determined whether at least one comparison using Grotta bars was present, whether the visualized comparisons were adjusted, and which adjustment strategies were applied to generate these graphs. Results250 studies met all inclusion criteria. Of these, 93 (37.2%) used Grotta bars to depict functional outcome scale distributions, with 73 (81.7%) presenting only Grotta bars without model-based adjustment. Amongst the 17 studies that presented Grotta bars adjusted using a model, the adjustment strategies included propensity score matching (n=10; 58.8%), regression (n=6; 35.3%), and inverse probability weighting (n=1; 5.9%). Most studies with Grotta bars (n=87; 87.9%) were stroke studies. DiscussionGrotta bars were most often used in stroke research within our sample. Papers that present adjusted associations for functional outcomes commonly showed only unadjusted Grotta bars, which alone may be misleading for causal questions. In observational research, Grotta bars are most informative if an adjusted version, aligning with adjusted effect estimates, is presented directly alongside the unadjusted version. Based on our findings, we offer recommendations to help authors generate informative Grotta bars and facilitate correct interpretation for readers.
Matching journals
The top 7 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Preliminary outcomes of combined treadmill and overground high-intensity interval training in ambulatory chronic stroke 92%
- Behavioral Effects in Disorders of Consciousness Following Transcranial Direct Current Stimulation: A Systematic Review and Individual Patient Data Meta-analysis of Randomized Clinical Trials 91%
- Sensorimotor upper limb therapy does not improve somatosensory function and may negatively interfere with motor recovery: a randomized controlled trial in the early rehabilitation phase after stroke 91%
Similar papers in this journal
- Circulating interleukin-6 levels and incident ischemic stroke: a systematic review and meta-analysis of population-based cohort studies 94%
- Frequency of neurological manifestations in COVID-19: a systematic review and meta-analysis of 350 studies 94%
- Adaptive trials in stroke: Current use & future directions 92%
Similar papers in this journal
- Comparison of preprints and final journal publications from COVID-19 Studies: Discrepancies in results reporting and spin in interpretation 95%
- The devil is in the details: Reporting and transparent research practices in sports medicine and orthopedic clinical trials 93%
- Reporting of Retrospective Registration in Clinical Trial Publications 93%
Similar papers in this journal
- Laboratory-confirmed respiratory viral infection triggers for acute myocardial infarction and stroke: systematic review protocol 93%
- Confounding adjustment performance of ordinal analysis methods in stroke studies 93%
- Efficacy of Acupuncture on Lower Limb Motor Dysfunction Following Stroke: A Systematic Review and Meta-Analysis of Randomized Controlled Trials. 92%
Similar papers in this journal
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.