{"id":"W2066977282","doi":"10.1097/aud.0b013e3181f0b685","title":"Technology-Limited and Patient-Derived Versus Audibility-Derived Fittings in Bone-Anchored Hearing Aid Users: A Validation Study","year":2010,"lang":"en","type":"article","venue":"Ear and Hearing","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Loudness; Hearing aid; Sound quality; Audiology; Noise (video); Speech perception; QUIET; Consonant; Computer science; Speech recognition; Perception; Psychology; Medicine; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003926387,0.0001591889,0.0002332817,0.0003049181,0.0003022056,0.0001311165,0.00008035814,0.0001460734,0.000009641364],"category_scores_gemma":[0.001475085,0.0001550909,0.00002841606,0.0003936452,0.000154662,0.0003037495,0.000189351,0.0005275518,0.000005899363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000326254,"about_ca_system_score_gemma":0.00002649708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002938131,"about_ca_topic_score_gemma":0.000107992,"domain_scores_codex":[0.9984444,0.0001022705,0.0003294601,0.0006115438,0.0001882638,0.0003240877],"domain_scores_gemma":[0.9992456,0.0002661467,0.00007697994,0.0002806751,0.00003734885,0.00009318497],"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":[0.00009337211,0.0001178547,0.1498293,0.0000242915,0.000003173029,0.000007417718,0.004838738,0.00001037961,0.8340695,0.00008015749,0.000001601373,0.01092429],"study_design_scores_gemma":[0.002773389,0.0006482512,0.8642488,0.0000688463,0.00001209345,0.000009760479,0.00352335,0.0009224099,0.1269694,0.0004837834,0.00007479713,0.0002651713],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982644,0.00002740345,0.00001091238,0.0006042715,0.0002584194,0.0006058779,0.000001438399,0.0001377009,0.00008952265],"genre_scores_gemma":[0.998892,0.00001346301,0.0009467349,0.00005624564,0.00002740562,0.00003420399,8.500553e-7,0.00001978852,0.000009307219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7144195,"threshold_uncertainty_score":0.6324423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04272588600359562,"score_gpt":0.2960952814922682,"score_spread":0.2533693954886726,"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."}}