{"id":"W4394979938","doi":"10.1145/3658666","title":"Qualitative Approaches to Voice UX","year":2024,"lang":"en","type":"review","venue":"ACM Computing Surveys","topic":"AI in Service Interactions","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Japan Society for the Promotion of Science","keywords":"Computer science; Rigour; Qualitative research; Human–computer interaction; Praxis; Diversity (politics); Natural (archaeology); User experience design; Multimedia; Data science; Sociology; Epistemology","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":[0.07213084,0.001336255,0.001877037,0.01410598,0.003983059,0.007225297,0.003162891,0.002605439,0.0134297],"category_scores_gemma":[0.1227556,0.0009686374,0.00203069,0.01247592,0.008936557,0.007196714,0.007921695,0.003500886,0.001548997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01119572,"about_ca_system_score_gemma":0.0177928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006921049,"about_ca_topic_score_gemma":0.01008539,"domain_scores_codex":[0.9070116,0.07865493,0.004840006,0.002590678,0.006084064,0.0008188208],"domain_scores_gemma":[0.8605738,0.1127378,0.006065188,0.004493664,0.01522562,0.0009039586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002523383,0.0001269484,0.001777078,0.1002107,0.0004517052,0.0004570498,0.1565762,0.001553084,0.001528047,0.3502527,0.02825341,0.3585608],"study_design_scores_gemma":[0.000145456,0.0002063726,0.001929039,0.08015975,0.0003921114,0.0005727579,0.1028243,0.0008315141,0.001435919,0.1901162,0.6212536,0.0001330457],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01559643,0.4104559,0.366726,0.03861747,0.005275268,0.03000494,0.005972104,0.0005462957,0.1268056],"genre_scores_gemma":[0.199918,0.2836963,0.3789015,0.01762426,0.001223151,0.09507316,0.002555168,0.0004664961,0.02054192],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07213084,"threshold_uncertainty_score":0.381469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5016200263884921,"score_gpt":0.4725346859859625,"score_spread":0.02908534040252964,"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."}}