{"id":"W4411630417","doi":"10.1101/2025.06.24.661403","title":"Humans Optimally Integrate Cutaneous and Proprioceptive Cues In Haptic Size Perception","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Proprioception; Haptic technology; Perception; Haptic perception; Sensory cue; Computer science; Psychology; Cognitive psychology; Computer vision; Communication; Physical medicine and rehabilitation; Artificial intelligence; Medicine; Neuroscience","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001717249,0.0006695049,0.0005150634,0.0003261608,0.0002147474,0.001357381,0.0004007944,0.0007609889,0.001705314],"category_scores_gemma":[0.007672908,0.0006523041,0.0004447141,0.0001662618,0.0006516163,0.0012851,0.0008591682,0.0004641263,0.0003767799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001517779,"about_ca_system_score_gemma":0.0002486814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006010082,"about_ca_topic_score_gemma":0.0005361343,"domain_scores_codex":[0.9992657,0.0002311511,0.00003884653,0.0002327671,0.0001558758,0.00007554161],"domain_scores_gemma":[0.9977072,0.001009175,0.0005445228,0.000327506,0.0002480063,0.0001635774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002345809,0.0008680202,0.08934738,0.0004451103,0.0004168148,0.0002221042,0.0008281316,0.02823364,0.7956781,0.00237649,0.0009650295,0.07827334],"study_design_scores_gemma":[0.0003125653,0.005853333,0.4142217,0.000135028,0.0003817132,0.001139071,0.001046859,0.4193174,0.1379991,0.01739179,0.001890325,0.0003111484],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672422,0.0001646298,0.03131603,0.0001101547,0.00002093879,0.00004644491,0.00007436158,0.0001200761,0.0009051543],"genre_scores_gemma":[0.9910698,0.00003322673,0.00863342,0.00002825133,0.000007110993,0.00001207283,0.00002583102,0.00001121819,0.0001790472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001717249,"threshold_uncertainty_score":0.009081841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02069975846127951,"score_gpt":0.2539654836438229,"score_spread":0.2332657251825434,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}