Nonvisual sense profiles had positive EEG relations for 463 objects, but shared tests with two fMRI studies failed

We tested whether differences in five nonvisual sense ratings go with differences in visual brain patterns. Public human studies supplied EEG and BOLD fMRI from separate cohorts. We removed 12 rated object properties, visual strength, total nonvisual strength, action-profile distance, object effects and a measured visual neural control. Development used two EEG people and 71 concepts. A local code lock preceded tests in eight other EEG people and three MRI people on 463 other concepts. Base mean partial correlations were 0.02242 and 0.02894; their 95% person Student limits were [0.00775,0.03709] and [-0.02209,0.07981]. Category controls left positive EEG means but uncertain MRI means. A later fixed follow-up used 28 concepts, the same EEG people and a separate 18-person MRI study. Base means were 0.03676 and -0.01586. All four shared tests failed Holm correction. Negative people and all object and joint resampling ranges remain. A new solver fits weighted object and category terms jointly during whole-object resampling. Dense fits, a numerical repeat and a source rebuild checked the computation. The package includes permitted compact inputs, code, exact source pins and terms, plans, all results, figures and repeat steps. Three-person MRI precision, reused EEG, source selection, different images and tasks, overlapping EEG responses, word-level norms and incomplete visual controls limit scope. No positive neural generalization across EEG and fMRI or causal result was confirmed.

human neuroscience · EEG · fMRI · object perception · sensory associations · representational similarity · negative results · object resampling · THINGS