{"id":"W4415455397","doi":"10.3397/in_2025_1095787","title":"Application of the City Ditty soundscape tool in an interdisciplinary urban park design competition","year":2025,"lang":"en","type":"article","venue":"NOISE-CON proceedings","topic":"Noise Effects and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Interdisciplinary Research in Music Media and Technology","funders":"","keywords":"Soundscape; Active listening; Ambisonics; Natural sounds; Perception; Binaural recording; Urban design; Competition (biology)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005849686,0.001452773,0.0007291381,0.002088605,0.0007702903,0.002134318,0.001752594,0.001326545,0.01127959],"category_scores_gemma":[0.009443513,0.0005331252,0.0008607998,0.0008725903,0.0008647334,0.001068656,0.003138074,0.0007825274,0.001286444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007774527,"about_ca_system_score_gemma":0.0009139085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001142057,"about_ca_topic_score_gemma":0.003181552,"domain_scores_codex":[0.9967538,0.001569047,0.0001675117,0.000452175,0.0008503841,0.0002069969],"domain_scores_gemma":[0.9933849,0.004127014,0.0002088951,0.0007041006,0.0008861506,0.0006890027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003540058,0.007363161,0.0194091,0.003857921,0.0002887205,0.00470397,0.05075971,0.08785836,0.1960643,0.0098401,0.02026835,0.5960462],"study_design_scores_gemma":[0.001892661,0.02221672,0.1108645,0.001197573,0.0005240668,0.006958451,0.04558266,0.2622096,0.1549796,0.01067402,0.3812288,0.0016714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7650056,0.0001855864,0.2077972,0.0002870398,0.0001614693,0.001629627,0.0007241379,0.002426064,0.02178324],"genre_scores_gemma":[0.6821432,0.0001290462,0.2963258,0.0001003219,0.00003715952,0.001099029,0.001090497,0.0008013007,0.01827369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01127959,"threshold_uncertainty_score":0.03773397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02769634812094693,"score_gpt":0.3728575744591682,"score_spread":0.3451612263382213,"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."}}