{"id":"W4411427119","doi":"10.2196/75316","title":"Exploring the Perceptions of Voice-Assisted Technology as a Tool for Speech and Voice Difficulties: Focus Group Study Among People With Parkinson Disease and Their Carers","year":2025,"lang":"en","type":"article","venue":"JMIR Rehabilitation and Assistive Technologies","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Parkinson's UK","keywords":"Preprint; Perception; Qualitative research; Psychology; Computer science; Sociology; World Wide Web; Neuroscience","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":[0.0001735094,0.0002177974,0.0003736492,0.0004137075,0.0002948372,0.00003623003,0.00009490356,0.0001002928,0.00000116173],"category_scores_gemma":[0.001125659,0.0001306724,0.0000569475,0.0006527146,0.001032381,0.0001655369,0.0001108427,0.0002015188,2.936713e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000488106,"about_ca_system_score_gemma":0.00004129229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009152423,"about_ca_topic_score_gemma":0.0008147942,"domain_scores_codex":[0.9989509,0.00004262143,0.000257432,0.0004394142,0.0001214055,0.0001882254],"domain_scores_gemma":[0.9986395,0.0006866108,0.0001038092,0.0003364684,0.0001992764,0.00003435395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005185232,0.0004381441,0.8847441,0.0003656028,0.000161487,0.000002079285,0.004254845,8.843759e-7,0.001198567,0.0006629283,0.00007349668,0.1075793],"study_design_scores_gemma":[0.001276157,0.001385612,0.7032285,0.0002106246,0.000136742,0.000002958936,0.2924216,0.00003268967,0.0001211907,0.0007314318,0.0003472242,0.0001052674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867646,0.0004853942,0.0004173252,0.008772826,0.00002063022,0.00314036,0.0000275807,0.0003374264,0.00003391952],"genre_scores_gemma":[0.9951593,0.0001772168,0.001494501,0.00002267921,0.000004634549,0.003059075,0.0000085606,0.00001364695,0.00006042877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2881668,"threshold_uncertainty_score":0.5328664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01633317596329154,"score_gpt":0.2822136871209963,"score_spread":0.2658805111577048,"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."}}