{"id":"W4393870350","doi":"10.25144/17240","title":"URBAN PARK SOUNDSCAPES AND THEIR PERCEIVED RESTORATIVENESS","year":2023,"lang":"en","type":"article","venue":"","topic":"Noise Effects and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Interdisciplinary Research in Music Media and Technology; McGill University","funders":"Engineering and Physical Sciences Research Council; Foreign Affairs and International Trade Canada; De Montfort University","keywords":"Soundscape; Computer science; Urban park; Remote sensing; Environmental planning; Environmental science; Geography; Geology; Sound (geography); Oceanography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007141185,0.000172013,0.0001500789,0.0008856631,0.0005152873,0.001320046,0.0002177277,0.0003290062,0.003651368],"category_scores_gemma":[0.004008018,0.000108538,0.0001844935,0.0003784854,0.0007736989,0.0005708438,0.001371169,0.0002816455,0.0001954625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003032242,"about_ca_system_score_gemma":0.0002147177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002427784,"about_ca_topic_score_gemma":0.007719607,"domain_scores_codex":[0.9993974,0.0002215928,0.00004404115,0.00004058333,0.000196902,0.00009945538],"domain_scores_gemma":[0.9967603,0.000867194,0.00134206,0.00009736172,0.0004897759,0.0004432122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007251824,0.0003566977,0.9109216,0.0004489202,0.0002458006,0.0006087305,0.02702711,0.0007499678,0.005836233,0.001032272,0.0009353276,0.05111214],"study_design_scores_gemma":[0.000005371941,0.0002518511,0.9598563,0.00007446934,0.00003078435,0.0002484687,0.03724509,0.0001678192,0.0003039704,0.0002211672,0.001572374,0.00002227508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961547,0.0002283524,0.0001759301,0.00006830908,0.000008300586,0.000007511144,0.00003535972,0.000004416218,0.003317032],"genre_scores_gemma":[0.9992477,0.0001173055,0.00013411,0.00001516064,0.000005070026,0.000005321414,0.00002356211,0.000001610903,0.0004500979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003651368,"threshold_uncertainty_score":0.01221508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05597721370582132,"score_gpt":0.3891941313787027,"score_spread":0.3332169176728814,"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."}}