{"id":"W4392240784","doi":"10.1097/01.hj.0001007692.23332.89","title":"OTC Hearing Aids and Objective Verification","year":2024,"lang":"en","type":"article","venue":"The Hearing Journal","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audiology; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008211271,0.00007341953,0.00007509902,0.00008999866,0.0005113311,0.0004396572,0.00009611971,0.00003486073,0.0000182802],"category_scores_gemma":[0.0003555706,0.00004650267,0.00004367329,0.0002017519,0.0001055251,0.000250561,0.00004573952,0.0004720076,0.0000437008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006774582,"about_ca_system_score_gemma":0.00005544937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002726726,"about_ca_topic_score_gemma":4.290685e-7,"domain_scores_codex":[0.9991252,0.0001490669,0.0001603318,0.0001883078,0.0001962826,0.0001807819],"domain_scores_gemma":[0.9993954,0.0003660857,0.00002677685,0.0001217916,0.00002197379,0.00006792135],"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":[0.00002296978,0.00002184581,0.001335439,0.00006006957,0.00001026744,0.00002423665,0.006844049,0.0002816112,0.882902,0.01679635,0.0001174834,0.09158365],"study_design_scores_gemma":[0.0007671516,0.0007599432,0.7700409,0.001191109,0.00007630785,0.005402785,0.002044594,0.03656641,0.1112989,0.05790182,0.01333156,0.0006185448],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943694,0.0003730366,0.001419879,0.001692423,0.000644879,0.00009097256,5.967779e-7,0.00007343923,0.001335371],"genre_scores_gemma":[0.9987619,0.0001253698,0.0003273566,0.0001283554,0.0002722991,0.000004003297,7.242395e-8,0.00001399208,0.0003666547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7716031,"threshold_uncertainty_score":0.4239625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05404444119003047,"score_gpt":0.3134565176983539,"score_spread":0.2594120765083234,"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."}}