{"id":"W7048651542","doi":"","title":"Mapping and Mitigating Urban Noise: A Case Study of Loja, Ecuador's Soundscape","year":2024,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Crystallography and Radiation Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad Técnica Particular de Loja","keywords":"Noise pollution; Noise (video); Soundscape; Noise control; Traffic noise; Traffic flow (computer networking); Urban area; Sampling (signal processing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007971159,0.0001091527,0.000124771,0.0002437062,0.0001607742,0.00009148615,0.00005482447,0.00002657331,0.0001001196],"category_scores_gemma":[0.000004275839,0.0001138119,0.0000387279,0.0003106293,0.00004522742,0.00006350948,0.00001570082,0.0001307079,0.000002117376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000326077,"about_ca_system_score_gemma":0.0001941344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02982887,"about_ca_topic_score_gemma":0.003107005,"domain_scores_codex":[0.9993287,0.00001794519,0.0001886439,0.0001807967,0.000069991,0.0002139646],"domain_scores_gemma":[0.9994823,0.00006493861,0.00003667906,0.0001302853,0.00003759365,0.0002482079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009673444,0.000614069,0.6556703,0.001068589,0.002306307,0.009139106,0.1599439,0.006765482,0.01450729,0.0140411,0.02176987,0.1141643],"study_design_scores_gemma":[0.002709447,0.0006045293,0.08284236,0.0004756449,0.000816945,0.0005912944,0.8001802,0.09386384,0.00005492975,0.006801152,0.009043145,0.002016542],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962629,0.0003093941,0.0008478911,0.00002981946,0.0001775423,0.0001877968,0.0001615095,0.00001913928,0.00200401],"genre_scores_gemma":[0.9994156,0.000001296741,0.0001317574,0.00002873358,0.0002487114,0.000009602132,0.00001299989,0.00001704462,0.0001342183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6402363,"threshold_uncertainty_score":0.9766316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008473000787400622,"score_gpt":0.2191273736186961,"score_spread":0.2106543728312955,"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."}}