ArticleSensors (Basel, Switzerland)2026
Architecture and Behavior-State Classification of a WebSocket-Based IMU Stream Extraction Workflow for Pico 4 Headsets.
Article in Sensors (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Motion exports from consumer virtual-reality headsets may obscure measurement semantics and acquisition timing. We audited Pico 4 Pro exports from 34 participants, each participating once. Thirty CSVs were available; excluding an 8.410 s export left 29 sessions and 45,560 samples. Source labels, raw axes, and hardware timestamps were absent. Post hoc timing groups comprised 27 ADB-like files (median 3.745 Hz) and two browser-compatible files (8.333 and 20.000 Hz), without confirming acquisition routes. Five acceleration-magnitude series and 28 Euler-field sets were constant. Reanalysis used trailing windows of up to 2.0 s, long-gap resets, and channel gates. A reset-matched 21-sample comparator changed 2.428% of ADB-like outputs and 0.864% in the two higher-rate files. Two raters supplied 661 paired one-second bins covering 2400 samples from ten selected sessions. Inter-rater kappa was 0.698 (session-cluster 95% CI 0.615-0.777). Agreement between a separate three-group gyro-based output and the raters were 0.530 (0.275-0.657) and 0.529 (0.317-0.618). The audit makes unavailable inputs, denominators, and configuration dependence explicit. It supports reproducible export-level analysis, not sensor accuracy or validated behavioral classification.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.