2026-10-11T21:29:18Z
https://api.figshare.com/v2/oai
oai:figshare.com:article/33868295
2026-09-16T20:20:19Z
category_21
category_106
category_122
portal_5
item_type_3
month_year_09_2026
<p>Modality ablation across seven configurations (<i>n</i> = 25 folds; 5 repeats 5-fold GroupKFold; same splits across configurations). The four text-containing configurations (top block) form the multimodal family; the three text-free configurations (bottom block) are reported as a control to quantify the necessity of the linguistic channel. values are computed against the Text-only baseline. , , (paired <i>t</i>-test, <i>df</i> = 24; Holm–Bonferroni adjusted across the six non-reference contrasts).</p>
Taiga Noguchi (24999308)
Shotaro Doki (7067663)
Masakazu Hirokawa (24999311)
Soma Nishimura (24999314)
Katsuya Hotta (24999317)
Yuya Iwata (24999320)
Naoko Kouda (24999323)
Shota Matsumoto (6754745)
Kenji Suzuki (157178)
Biotechnology
Science Policy
Mental Health
require psychiatrist interpretation
productivity loss worldwide
prior logit adjustment
mental health problems
learned late fusion
holm – bonferroni
findings provide localised
consensus label served
clinically meaningful support
817 ]), accuracy
10 – 30
001 ), confirming
requires replication ).
29 participants ).
facing smartphone cameras
healthy participants (<
fold repeated groupkfold
exploratory subgroup analysis
div >< p
>< sub xmlns
text outperformed text
f1 =+ 0
repeated smartphone
ece ).
fold clips
brief smartphone
verbal cues
using front
speech responses
report videos
report instruments
regression head
p </
n </
mutually indistinguishable
multimodal machine
multimodal hypothesis
major source
level work
learning model
integrated using
information conditions
independently rated
function scale
function impairment
estimates work
early detection
<p>Modality ablation across seven configurations (<i>n</i> = 25 folds; 5 repeats 5-fold GroupKFold; same splits across configurations). The four text-containing configurations (top block) form the multimodal family; the three text-free configurations (bottom block) are reported as a control to quantify the necessity of the linguistic channel. values are computed against the Text-only baseline. , , (paired <i>t</i>-test, <i>df</i> = 24; Holm–Bonferroni adjusted across the six non-reference contrasts).</p>
2026-09-16T20:20:02Z
Dataset
Dataset
10.1371/journal.pone.0354342.t002
https://figshare.com/articles/dataset/_p_Modality_ablation_across_seven_configurations_i_n_i_25_folds_5_repeats_5-fold_GroupKFold_same_splits_across_configurations_The_four_text-containing_configurations_top_block_form_the_multimodal_family_the_three_text-free_configurations_bo/33868295
CC BY 4.0