{"id":"W3172224078","doi":"10.2196/26976","title":"Feasibility of Virtual Reality Audiological Testing: Prospective Study","year":2021,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Samsung; Ministry of Science and ICT, South Korea; National Research Foundation of Korea; National Research Foundation","keywords":"Audiology; Headset; Test (biology); Hearing loss; Speech perception; Perception; Noise (video); Pure tone audiometry; Virtual reality; Audiometry; Headphones; Psychology; Medicine; Computer science; Human–computer interaction; Engineering; Artificial intelligence","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":[0.004485443,0.0005203258,0.0004849889,0.0009268245,0.0006965598,0.0009715668,0.0005217365,0.0006866611,0.003191384],"category_scores_gemma":[0.01069881,0.0005287734,0.0007485381,0.000472769,0.0007299675,0.001188767,0.0009783077,0.0008521358,0.001164238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002875098,"about_ca_system_score_gemma":0.0007328846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008772322,"about_ca_topic_score_gemma":0.0007451387,"domain_scores_codex":[0.9973296,0.001179614,0.0003078872,0.0003122964,0.0005720039,0.000298538],"domain_scores_gemma":[0.9907794,0.003643533,0.002084636,0.0007137084,0.001297801,0.001480922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.001784226,0.004289891,0.9830195,0.00007907925,0.0000601932,0.0005148654,0.001353083,0.0001241352,0.001190977,0.00004871759,0.0001155953,0.007419664],"study_design_scores_gemma":[0.0003101922,0.03854685,0.9531,0.00005700823,0.0001225087,0.002147838,0.002958264,0.000683696,0.0009680495,0.00006320149,0.0009848791,0.00005740792],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989273,0.0001445843,0.0002664941,0.00001613936,0.000005623942,0.0001755425,0.00006207983,0.000004422483,0.0003978277],"genre_scores_gemma":[0.9989855,0.0000864708,0.0003847639,0.00003817172,0.000009251018,0.0002105546,0.0001019958,0.00000284112,0.0001804755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004485443,"threshold_uncertainty_score":0.02372158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09576015256629912,"score_gpt":0.3654403914005162,"score_spread":0.269680238834217,"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."}}