{"id":"W4320734417","doi":"10.3397/in_2022_0886","title":"Audio augmentation of car journeys to improve occupants' well-being","year":2023,"lang":"en","type":"article","venue":"NOISE-CON proceedings","topic":"Noise Effects and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bentley (Canada)","funders":"","keywords":"Headset; Soundscape; Active listening; Computer science; Sound (geography); Human–computer interaction; QUIET; Perception; Noise (video); Psychology; Acoustics; Communication; Computer vision","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012655,0.0002153162,0.0003556691,0.0004102368,0.000437507,0.00002624517,0.0002520473,0.0001457855,0.0003492695],"category_scores_gemma":[0.0002497698,0.0001953656,0.00008838417,0.0007864995,0.00002953942,0.0002771055,0.0002641542,0.0003435439,0.001801105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001855309,"about_ca_system_score_gemma":0.00008981691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002318699,"about_ca_topic_score_gemma":0.00001339266,"domain_scores_codex":[0.9978615,0.00003972613,0.0006261294,0.0004261539,0.0003734505,0.0006730225],"domain_scores_gemma":[0.9988049,0.0001426731,0.0003413994,0.0001681475,0.0003166897,0.0002262266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003314918,0.00008636354,0.05331416,0.003034193,0.0001459495,0.000009111281,0.02666332,0.00001934734,0.5204229,0.02242379,0.3657091,0.007840273],"study_design_scores_gemma":[0.01146139,0.002079874,0.3685537,0.003775751,0.0006120281,0.00000355118,0.06197273,0.001681181,0.1513756,0.01043775,0.3859476,0.002098801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943184,0.00001122393,0.0001134335,0.002322224,0.00125653,0.001947755,0.000007575226,0.0003262419,0.05083104],"genre_scores_gemma":[0.9814292,0.0000395026,0.0004229234,0.002491503,0.0004842389,0.0004300394,0.00001421023,0.00005917415,0.01462919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3690474,"threshold_uncertainty_score":0.9989761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02586498688022698,"score_gpt":0.3722771728716942,"score_spread":0.3464121859914672,"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."}}