{"id":"W7133088393","doi":"","title":"Modelling spatial and temporal urban environmental noise and noise exposure inequalities across social groups in Mississauga, Ontario","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Noise Effects and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental noise; Noise (video); Noise pollution; Inequality; Urban planning; Psychological intervention; Environmental pollution; Social inequality; Noise control","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004998809,0.0003472994,0.000392426,0.0004144957,0.001749717,0.001198016,0.001306439,0.0006350191,0.00228329],"category_scores_gemma":[0.002053614,0.0003099694,0.0005578258,0.001102868,0.000732974,0.0003795986,0.000911434,0.0005480583,0.0002178994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02012392,"about_ca_system_score_gemma":0.01440122,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9893038,"about_ca_topic_score_gemma":0.9922987,"domain_scores_codex":[0.9996531,0.00006296697,0.00001184425,0.00008240065,0.00004373003,0.0001459508],"domain_scores_gemma":[0.9993956,0.0001992162,0.00009090838,0.00003912159,0.0001764819,0.00009868783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003366831,0.0002279209,0.848583,0.0001285599,0.0002455805,0.0006279086,0.005454071,0.1134779,0.001393746,0.005595079,0.005278736,0.01865068],"study_design_scores_gemma":[0.00005797872,0.0001226401,0.7576782,0.00009621488,0.0001312705,0.00005326626,0.01002308,0.2234572,0.0002958056,0.001251381,0.006784253,0.00004877402],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957961,0.0001014043,0.0008866903,0.0003536092,0.000005294609,0.00003048599,0.0009531861,0.00001196754,0.00186126],"genre_scores_gemma":[0.9959767,0.0001433499,0.0006129597,0.00002662022,0.000004113074,0.00004174725,0.0007006855,0.00000690107,0.002486892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02012392,"threshold_uncertainty_score":0.1460099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0450749766455805,"score_gpt":0.3697055875452981,"score_spread":0.3246306108997176,"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."}}