{"id":"W3216640623","doi":"10.2196/29249","title":"Speech and Language Practitioners’ Experiences of Commercially Available Voice-Assisted Technology: Web-Based Survey Study","year":2021,"lang":"en","type":"article","venue":"JMIR Rehabilitation and Assistive Technologies","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Monash University","keywords":"Context (archaeology); Augmentative and alternative communication; Focus group; Medical education; Psychology; Dysarthria; Perception; Speech-Language Pathology; Medicine; Applied psychology; Business; Audiology; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004847574,0.0001903028,0.0005186709,0.001509033,0.001067697,0.001893885,0.0004151677,0.001006105,0.001861608],"category_scores_gemma":[0.01201183,0.0005630648,0.0003459392,0.001738168,0.0009464172,0.001997701,0.002478611,0.0008908462,0.000592359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001275951,"about_ca_system_score_gemma":0.001537685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00621196,"about_ca_topic_score_gemma":0.01116406,"domain_scores_codex":[0.9963003,0.001736833,0.0004722138,0.0002879933,0.0006674041,0.0005353302],"domain_scores_gemma":[0.9887855,0.004877608,0.002470361,0.0002114506,0.002211802,0.001443324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001286624,0.0003954376,0.6086134,0.0006109059,0.00004081293,0.001732399,0.3668693,0.00009257614,0.001549241,0.0001166675,0.0008321494,0.01901848],"study_design_scores_gemma":[0.00001741179,0.001019808,0.3491974,0.0003381604,0.00002393562,0.001486743,0.6419205,0.0004017458,0.0003341155,0.00004425305,0.005178304,0.0000376843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992169,0.00009838172,0.00007576562,0.0001261574,0.000001791612,0.00004214194,0.00008037482,0.000002046946,0.0003564307],"genre_scores_gemma":[0.998553,0.0004062686,0.0002475523,0.0001775679,0.000005814054,0.0001175888,0.00008087136,0.000004106179,0.0004071943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00621196,"threshold_uncertainty_score":0.02563673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500433478480772,"score_gpt":0.3277456557763815,"score_spread":0.3027413209915737,"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."}}