{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003724015,0.0001145672,0.0002640799,0.00002695501,0.0001046446,0.00002788391,0.0001302456,0.00006645765,0.00003056358],"category_scores_gemma":[0.005622083,0.00008883049,0.0000566247,0.0004235517,0.0002271379,0.00007944564,0.0001267739,0.0001692655,0.00001050214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006575622,"about_ca_system_score_gemma":0.000123048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003895273,"about_ca_topic_score_gemma":0.00001316145,"domain_scores_codex":[0.9981922,0.0004765935,0.0003078544,0.0005632053,0.0002586255,0.0002015113],"domain_scores_gemma":[0.9986449,0.0006206897,0.00009732633,0.0003985549,0.0001705296,0.00006795432],"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":[0.00007097672,0.001601038,0.4616973,0.0000312248,0.000004815706,0.00004087404,0.001991319,0.00005030731,0.527518,0.0006943321,0.00004344356,0.006256477],"study_design_scores_gemma":[0.0004091228,0.001288199,0.972452,0.00001328987,0.000005111164,0.00001431094,0.0008067588,0.00006466694,0.02337128,0.001440879,0.00003597485,0.0000984237],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968739,0.00001016396,0.00002179611,0.0002012548,0.0001395844,0.0008373858,0.00001130711,0.0001045587,0.001800019],"genre_scores_gemma":[0.9993625,0.000001572025,0.0001779356,0.0000537599,0.00004216763,0.00007619296,7.558343e-7,0.000008141573,0.0002770044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5107548,"threshold_uncertainty_score":0.6730565,"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."}}