{"id":"W1970451000","doi":"10.1121/1.4709108","title":"Constructing the ideal soundscape: a practical study on closing the gaps between soundscape and urban designers","year":2012,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Noise Effects and Management","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre for Interdisciplinary Research in Music Media and Technology","funders":"","keywords":"Soundscape; Architectural engineering; Urban design; Harm; Computer science; Action (physics); Urban planning; Acoustics; Psychology; Sound (geography); Civil engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006121225,0.0002008395,0.0004220991,0.00001807936,0.001989987,0.00003468616,0.0005676394,0.00008641325,0.00004090692],"category_scores_gemma":[0.00110153,0.0000731766,0.0002559543,0.0002654169,0.0009765637,0.0001304266,0.0005035661,0.001825394,0.000008560307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001327261,"about_ca_system_score_gemma":0.0001483432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008141504,"about_ca_topic_score_gemma":0.000001385766,"domain_scores_codex":[0.9953026,0.002547943,0.0006822001,0.0001138403,0.0007737141,0.0005797307],"domain_scores_gemma":[0.9874531,0.01076484,0.001047851,0.0004456964,0.0001405313,0.0001479998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.001217813,0.001359119,0.3000935,0.0003991564,0.004069548,0.000004730418,0.1303506,0.0004478056,0.002774616,0.002407235,0.5265259,0.03035005],"study_design_scores_gemma":[0.002775012,0.002240258,0.1482861,0.0005530621,0.005284535,0.0001023744,0.820406,0.005142928,0.00008681791,0.002267789,0.01240102,0.0004541018],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8813486,0.0007938034,0.04992433,0.06193842,0.001357567,0.002358783,0.000009930901,0.00003199989,0.002236604],"genre_scores_gemma":[0.991313,0.00008569278,0.003459385,0.003784608,0.001251451,0.000008470172,1.931878e-7,0.00002440611,0.00007283113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6900554,"threshold_uncertainty_score":0.9993093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05499040818849042,"score_gpt":0.3923061078967935,"score_spread":0.3373156997083031,"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."}}