{"id":"W4408142328","doi":"10.1016/j.jvoice.2025.02.018","title":"The Influence of the Visual Design of Spaces on Female Speakers’ Vocal Effort: An Exploratory Study","year":2025,"lang":"en","type":"article","venue":"Journal of Voice","topic":"Multisensory perception and integration","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Université de Montréal; Centre for Interdisciplinary Research in Rehabilitation","funders":"","keywords":"Psychology; Exploratory research; Phonation; Voice Training; Linguistics; Audiology; Cognitive psychology; Communication; Speech recognition; Computer science; Sociology; Medicine","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":[0.0009486276,0.000392365,0.000290483,0.000261944,0.0002530635,0.0006078691,0.0002672926,0.0003580383,0.001900645],"category_scores_gemma":[0.004411652,0.000190829,0.0002802486,0.00009443946,0.0005061419,0.0003113526,0.0005456273,0.0001888432,0.0002201783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000112957,"about_ca_system_score_gemma":0.0001404026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001998756,"about_ca_topic_score_gemma":0.0003426471,"domain_scores_codex":[0.9992987,0.000371767,0.00003752018,0.0001207648,0.0001128988,0.0000583395],"domain_scores_gemma":[0.9972165,0.00205375,0.000269311,0.0001395652,0.0001650938,0.0001557684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01304782,0.009781069,0.1397701,0.001371253,0.0002030389,0.002199441,0.02813525,0.001312701,0.6951545,0.000412229,0.0002883231,0.1083243],"study_design_scores_gemma":[0.0006071453,0.08830337,0.7810264,0.0001175789,0.0004885074,0.002866166,0.02419962,0.003466011,0.09389822,0.0005294184,0.004345675,0.0001517698],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991212,0.00003453275,0.0006093074,0.000005453499,0.000002529542,0.00003236582,0.00001120545,0.000002993359,0.0001803082],"genre_scores_gemma":[0.9983198,0.00003647989,0.001246128,0.000012875,0.000007981344,0.0000784319,0.00001340825,0.000005234628,0.0002795843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001900645,"threshold_uncertainty_score":0.006358266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06261374712947392,"score_gpt":0.3956509389315535,"score_spread":0.3330371918020796,"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."}}