{"id":"W2996158888","doi":"10.1080/13574809.2019.1699399","title":"Sounds in the city: bridging the gaps from research to practice through soundscape workshops","year":2019,"lang":"en","type":"article","venue":"Journal of Urban Design","topic":"Noise Effects and Management","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre for Interdisciplinary Research in Music Media and Technology","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Soundscape; Bridging (networking); General partnership; Sound (geography); Public relations; Engineering ethics; Sociology; Engineering; Architectural engineering; Environmental planning; Acoustics; Political science; Geography; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01891192,0.0001334747,0.0002827431,0.0001781551,0.0006142503,0.0001335293,0.0008407091,0.0001006357,0.0003456897],"category_scores_gemma":[0.002177145,0.00006886813,0.00008562481,0.000708937,0.00004178278,0.0004643549,0.0002028895,0.002277095,0.0004594356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002535471,"about_ca_system_score_gemma":0.0003135591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003956269,"about_ca_topic_score_gemma":0.00006440848,"domain_scores_codex":[0.9917681,0.005753855,0.0006211589,0.0001907619,0.00108101,0.0005850946],"domain_scores_gemma":[0.984484,0.01408337,0.0004218089,0.0005519553,0.0003747662,0.00008406978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005511465,0.0001240068,0.005765649,0.0000316516,0.00008408632,0.0000881366,0.03145624,0.0003206983,0.0002535517,0.002181462,0.9570028,0.002140572],"study_design_scores_gemma":[0.001074321,0.0004451557,0.01327612,0.000647011,0.00006196174,0.00001320913,0.04122917,0.0001335847,0.00001890252,0.004570074,0.9384003,0.0001301412],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4868937,0.0057329,0.1113444,0.2968961,0.00769648,0.009115383,0.00000710121,0.00005609561,0.08225788],"genre_scores_gemma":[0.9655041,0.0002110229,0.005746334,0.0176207,0.002521524,0.00007273808,9.808399e-7,0.00003940428,0.008283248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4786104,"threshold_uncertainty_score":0.9892972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1698014601010886,"score_gpt":0.4735318223796059,"score_spread":0.3037303622785174,"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."}}