Research-led: lab signal is the dominant lane in the recent window. PumpDex 68, driven primarily by Lab Signal with secondary Chatter Signal.
Lane breakdown · last 45 days
Primary driver: Lab Signal · Secondary: Chatter Signal
Aliases & related
Lab vs creator vs chatter · 90 days
High-confidence example
Full video on my YouTube: https://youtu.be/IoJwMdbzrxY #trainingtofailure #repsinreserve #rpe #rir #muscle #hypertrophy #progressiveoverload #evidencebased #mennohenselmans #personaltrainer #personaltrainers #personaltraining #personaltrainerlife
matched text: “rir”
Low-confidence example
Objectives: Non-contrast computed tomography (NCCT) is used before retrograde intrarenal surgery (RIRS) to describe stone size, location, and complexity, but the best way to summarize stone burden remains unsettled. Therefore, we compared multidimensional NCCT-derived burden metrics with cumulative stone diameter (CSD) with respect to their ability to predict stone-free rate (SFR) and operative time after RIRS. Methods: We reviewed 352 RIRSs performed by one surgical team from April 2024 to May 2026. The primary SFR endpoint was defined as no residual fragments or a maximum residual fragment size of ≤4 mm, with 1-month computed tomography (CT) used as the reference imaging modality. Strict 0 mm CT stone-free status was analyzed as a sensitivity endpoint. The candidate predictors included one-dimensional, two-dimensional, estimated three-dimensional, spatial-distribution, attenuation, and distribution-complexity metrics extracted from preoperative NCCT. The cohort was split into training (n = 247) and validation (n = 105) sets. Results: The main model retained area-equivalent diameter, staghorn stone, and stone volume distribution entropy, with a validation area under the receiver operating characteristic curve (AUC) of 0.779. A simpler CSD model combining CSD and staghorn stone achieved a validation AUC of 0.761, without a significant AUC difference (p = 0.201). In repeated patient-level full-pipeline validation, the median validation AUC was 0.761. Under the strict 0 mm CT endpoint, the validation AUC was 0.670. Entropy showed lower selection stability in sensitivity analyses. Reclassification favored the main model (validation continuous net reclassification improvement [NRI] 0.460, p = 0.007; integrated discrimination improvement [IDI] 0.038, p = 0.003). Regarding operative time, area-, volume-, and surface-area-based metrics performed better than CSD in regard to both the whole cohort and stone-free episodes. Conclusions: NCCT-derived burden metrics can refine preoperative assessment before RIRS, but their incremental value over CSD for binary SFR prediction was modest. CSD remains a practical approximation for SFR prediction, whereas multidimensional metrics better reflect operative workload.
matched text: “rirs”
Matched source items · 32 in window
exact abstract match · confidence 0.64 · authority 1.00 · matched “rir”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
exact title match · confidence 0.75 · authority 0.15 · matched “rir”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
alias title match · confidence 0.71 · authority 0.15 · matched “reps in reserve”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rirs”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
exact title match · confidence 0.75 · authority 0.15 · matched “rir”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
exact title match · confidence 0.75 · authority 0.85 · matched “rir”
exact title match · confidence 0.75 · authority 0.85 · matched “rir”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
alias title match · confidence 0.71 · authority 0.15 · matched “reps in reserve”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”
exact description match · confidence 0.69 · authority 0.45 · matched “rir”
alias title match · confidence 0.71 · authority 0.15 · matched “reps in reserve”
exact abstract match · confidence 0.59 · authority 1.00 · matched “rir”