{"id":"W4405055804","doi":"10.1080/17535069.2024.2401326","title":"Noise regulations and practices: a survey of Quebec municipalities","year":2024,"lang":"en","type":"article","venue":"Urban Research & Practice","topic":"Noise Effects and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre for Interdisciplinary Research in Music Media and Technology","funders":"","keywords":"Noise (video); Business; Geography; Political science; Environmental planning; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01955243,0.0001232006,0.0002179321,0.000392431,0.0006854123,0.0001271773,0.0002231524,0.0001220947,0.0004261856],"category_scores_gemma":[0.03109685,0.0001024829,0.00003097456,0.0008806768,0.000252396,0.00118576,0.0004847252,0.001294949,0.0002859879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001785005,"about_ca_system_score_gemma":0.001049177,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3858802,"about_ca_topic_score_gemma":0.07226206,"domain_scores_codex":[0.9898996,0.007930384,0.0004434881,0.0003793343,0.0007810385,0.0005661179],"domain_scores_gemma":[0.9631741,0.03483696,0.0002781307,0.0005918413,0.0009531804,0.0001657629],"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":[0.001017496,0.0003989574,0.01773861,0.004754596,0.0005035778,0.0001441192,0.03803471,0.00001001174,0.001042584,0.3467566,0.5797845,0.009814217],"study_design_scores_gemma":[0.0003270428,0.0001723372,0.08448192,0.0005842414,0.00007544368,0.000002857904,0.01976268,0.0009504993,0.00001748862,0.0006170238,0.8928769,0.0001315364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6203912,0.02378241,0.0003559212,0.05326497,0.001662417,0.006179403,0.0002208907,0.0004366433,0.2937062],"genre_scores_gemma":[0.86932,0.001289612,0.000700712,0.0003635686,0.0003023054,0.0003229546,0.0000503332,0.0000479648,0.1276025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3461396,"threshold_uncertainty_score":0.9770646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3267256564045363,"score_gpt":0.5764878287596478,"score_spread":0.2497621723551114,"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."}}