{"id":"W4407416056","doi":"10.1038/s44384-025-00003-y","title":"Exploring the relationships between soundscape quality and public health using a systems thinking approach","year":2025,"lang":"en","type":"article","venue":"npj Acoustics","topic":"Noise Effects and Management","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Arts and Humanities Research Council","keywords":"Soundscape; Quality (philosophy); Public health; Systems thinking; Psychology; Sociology; Environmental planning; Computer science; Geography; Medicine; Epistemology; Acoustics; Artificial intelligence; Nursing; Sound (geography); Philosophy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01083518,0.0006726842,0.0003455346,0.00429029,0.002100684,0.007534808,0.001017078,0.001010048,0.003817783],"category_scores_gemma":[0.01495462,0.0004190077,0.00125598,0.002660594,0.004893735,0.003884004,0.004372525,0.001688834,0.0001272811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007088537,"about_ca_system_score_gemma":0.009492588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007110217,"about_ca_topic_score_gemma":0.01085684,"domain_scores_codex":[0.9937583,0.00472301,0.000201319,0.0004419764,0.0005801767,0.0002952892],"domain_scores_gemma":[0.973666,0.02271088,0.001557069,0.0004923569,0.001047769,0.0005258357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002626624,0.001011478,0.1858514,0.004191327,0.0009185926,0.0008984813,0.1682218,0.03405475,0.005383818,0.4009651,0.002044895,0.1961957],"study_design_scores_gemma":[0.000180056,0.001602526,0.09048923,0.003608615,0.0009605116,0.0004734281,0.2568524,0.06798407,0.005900156,0.5179742,0.05370571,0.0002690767],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6212826,0.003091862,0.2668861,0.018289,0.0002659672,0.001482585,0.0005274519,0.0002243446,0.08795004],"genre_scores_gemma":[0.9426004,0.001089007,0.05461765,0.0003392573,0.00002142054,0.000373652,0.00005442485,0.00001373964,0.0008904691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01083518,"threshold_uncertainty_score":0.05730259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5994895247943561,"score_gpt":0.4682371785962215,"score_spread":0.1312523461981346,"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."}}