RMTD-08 LEFT-DIGIT AGE BIAS REDUCES SURGICAL INTERVENTION AT DECADE TRANSITIONS IN PATIENTS WITH BRAIN METASTASES: IMPLICATIONS FOR CLINICAL DECISION-MAKING, RETROSPECTIVE ANALYSES, AND TRIAL DESIGN.

Abstract BACKGROUND Left-digit bias is a cognitive heuristic in which the leftmost digit of a patient’s age disproportionately influences clinician decision-making, particularly at decade transitions such as age 60, 70, or 80. OBJECTIVE We evaluated whether this bias affects the decision to perform surgery relative to radiation therapy in patients with secondary metastatic brain tumors. METHODS Using the TriNetX research network, which aggregates de-identified data from 104 healthcare institutions, we analyzed 159,223 patients aged 50–89 with brain metastases, including 7,995 who underwent surgery and 25,282 who received radiation. To quantify left-digit bias, we calculated the surgery-to-radiation ratio—defined as the number of surgeries divided by the number of radiation treatments—and applied three complementary METHODS (1) two-year interval comparisons around decade thresholds using proportions z-tests, (2) a weighted linear regression model fit to ages ending in digits 3–8 to establish expected trends, with residual deviation testing at ages ending in 9, 0, or 1, and (3) control comparisons both before and after each junction (e.g., 66–67 vs. 68–69 and 72–73 vs. 70–71) to assess specificity. RESULTS Significant declines in surgery-to-radiation ratios were observed at ages 60 (33.9% to 29.6%, p=0.042), 70 (31.8% to 28.7%, p=0.044), and 80 (34.0% to 30.8%, p=0.025). Regression-based analysis confirmed a significant negative deviation at age 60 (observed 28.2%, predicted 34.3%; Z = -2.19). Control comparisons showed no significant differences (e.g., 66–67 vs. 68–69, p=0.512; 72–73 vs. 70–71, p=0.289; 62–63 vs. 60–61, p=0.379). CONCLUSION These findings suggest that left-digit bias systematically reduces the likelihood of surgery for brain metastases at decade transitions. This has critical implications for patient outcomes, interpretation of retrospective age-based treatment studies, and clinical trial design, where rigid age cutoffs may inadvertently reflect provider behavior rather than true biological or functional thresholds.

Authors

Institutions

Publication Details

Journal
Neuro-Oncology Advances
Published
2025-08-01
DOI
https://doi.org/10.1093/noajnl/vdaf123.114
Primary Topic
Radiation Dose and Imaging
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

RMTD-08 LEFT-DIGIT AGE BIAS REDUCES SURGICAL INTERVENTION AT DECADE TRANSITIONS IN PATIENTS WITH BRAIN METASTASES: IMPLICATIONS FOR CLINICAL DECISION-MAKING, RETROSPECTIVE ANALYSES, AND TRIAL DESIGN.

Michael Farid, Alexandra Backlund, Christopher Padilla
Neuro-Oncology Advances
Radiation Dose and Imaging
article

RMTD-08 LEFT-DIGIT AGE BIAS REDUCES SURGICAL INTERVENTION AT DECADE TRANSITIONS IN PATIENTS WITH BRAIN METASTASES: IMPLICATIONS FOR CLINICAL DECISION-MAKING, RETROSPECTIVE ANALYSES, AND TRIAL DESIGN.

Michael Farid, Alexandra Backlund, Christopher Padilla
article en

Abstract

Abstract BACKGROUND Left-digit bias is a cognitive heuristic in which the leftmost digit of a patient’s age disproportionately influences clinician decision-making, particularly at decade transitions such as age 60, 70, or 80. OBJECTIVE We evaluated whether this bias affects the decision to perform surgery relative to radiation therapy in patients with secondary metastatic brain tumors. METHODS Using the TriNetX research network, which aggregates de-identified data from 104 healthcare institutions, we analyzed 159,223 patients aged 50–89 with brain metastases, including 7,995 who underwent surgery and 25,282 who received radiation. To quantify left-digit bias, we calculated the surgery-to-radiation ratio—defined as the number of surgeries divided by the number of radiation treatments—and applied three complementary METHODS (1) two-year interval comparisons around decade thresholds using proportions z-tests, (2) a weighted linear regression model fit to ages ending in digits 3–8 to establish expected trends, with residual deviation testing at ages ending in 9, 0, or 1, and (3) control comparisons both before and after each junction (e.g., 66–67 vs. 68–69 and 72–73 vs. 70–71) to assess specificity. RESULTS Significant declines in surgery-to-radiation ratios were observed at ages 60 (33.9% to 29.6%, p=0.042), 70 (31.8% to 28.7%, p=0.044), and 80 (34.0% to 30.8%, p=0.025). Regression-based analysis confirmed a significant negative deviation at age 60 (observed 28.2%, predicted 34.3%; Z = -2.19). Control comparisons showed no significant differences (e.g., 66–67 vs. 68–69, p=0.512; 72–73 vs. 70–71, p=0.289; 62–63 vs. 60–61, p=0.379). CONCLUSION These findings suggest that left-digit bias systematically reduces the likelihood of surgery for brain metastases at decade transitions. This has critical implications for patient outcomes, interpretation of retrospective age-based treatment studies, and clinical trial design, where rigid age cutoffs may inadvertently reflect provider behavior rather than true biological or functional thresholds.

Neuro-Oncology AdvancesVol. 7(Supplement_2)
Cornell University (US), Weill Cornell Medicine (US)
Peace, Justice and strong institutions
Openalex Percentile: Top 71%
Radiation Dose and Imaging
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.