{"id":"W7115018834","doi":"10.1145/3771594.3771603","title":"Interface Sound Variations Influence Learned User Responses","year":2025,"lang":"","type":"article","venue":"","topic":"Multisensory perception and integration","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sound (geography); Digital signal processing; Interface (matter); SIGNAL (programming language); Signal processing","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":[0.001169471,0.0004887403,0.0002794629,0.0002929181,0.0001797505,0.001055976,0.0003313472,0.0005817528,0.004727187],"category_scores_gemma":[0.03315955,0.0002689573,0.0002494879,0.0001648204,0.0003636917,0.0006383723,0.00078832,0.0005105552,0.00082469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001859715,"about_ca_system_score_gemma":0.0001281942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008566076,"about_ca_topic_score_gemma":0.0006000898,"domain_scores_codex":[0.9979989,0.0008927044,0.0001879268,0.0002993589,0.0004736698,0.0001473765],"domain_scores_gemma":[0.9763742,0.01941635,0.000974526,0.001269843,0.001499101,0.000465929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01328656,0.001290846,0.1752323,0.001038219,0.0003608719,0.0009219353,0.01098181,0.003516398,0.6108426,0.0003292382,0.0009732156,0.1812261],"study_design_scores_gemma":[0.0003026988,0.009563944,0.8556774,0.0001209094,0.000490408,0.001109017,0.003463082,0.01252147,0.1123698,0.00108095,0.003144406,0.0001560634],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962914,0.00007487067,0.001853203,0.00001864055,0.00001754016,0.00004622768,0.00004804082,0.00007509736,0.001574976],"genre_scores_gemma":[0.997611,0.00004990945,0.001365515,0.00003379781,0.000007087,0.00003691692,0.00007667067,0.00006694187,0.0007520515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004727187,"threshold_uncertainty_score":0.01581401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07220856824019015,"score_gpt":0.4376587094960426,"score_spread":0.3654501412558525,"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."}}