{"id":"W2997256782","doi":"10.1002/lio2.339","title":"Practices and perceptions of cognitive assessment for adults with age‐related hearing loss","year":2019,"lang":"en","type":"article","venue":"Laryngoscope Investigative Otolaryngology","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Medicine; Hearing loss; Otorhinolaryngology; Audiologist; Family medicine; Asha; Cognition; Presbycusis; Cognitive Assessment System; Audiology; Cognitive decline; Gerontology; Cognitive impairment; Psychiatry; Dementia; Disease; Internal 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":[0.0003277932,0.0002020528,0.0003870269,0.0001426562,0.0001682016,0.00003357224,0.0001218613,0.0001482072,0.00007677151],"category_scores_gemma":[0.001586044,0.0001632534,0.00005094538,0.000296181,0.00147323,0.0004411496,0.00008692517,0.0003152132,0.00002188171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003377642,"about_ca_system_score_gemma":0.0001563888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001318467,"about_ca_topic_score_gemma":0.00002881278,"domain_scores_codex":[0.9981225,0.0004043602,0.0003423014,0.0006323726,0.0001886086,0.0003098881],"domain_scores_gemma":[0.9969451,0.00211342,0.000468382,0.0001788321,0.0001596867,0.0001345231],"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":[0.0002588757,0.0001955468,0.3088603,0.000410652,0.00004854797,0.00002015332,0.006960151,0.00002229287,0.6666525,0.01624916,0.0000076015,0.0003142274],"study_design_scores_gemma":[0.00275029,0.002823872,0.9471731,0.0007115281,0.00006228573,0.00008242601,0.001985985,0.001497644,0.03881433,0.003740363,0.00006704892,0.0002911592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950216,0.00003046889,0.0002716067,0.0008652858,0.0001034862,0.001794704,0.00004343391,0.00005287751,0.001816556],"genre_scores_gemma":[0.9936458,0.00002599152,0.005402314,0.0004373353,0.00001856518,0.0001986593,0.00002396543,0.00003129048,0.0002160535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6383128,"threshold_uncertainty_score":0.6657281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03008242753068457,"score_gpt":0.3232325440061619,"score_spread":0.2931501164754773,"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."}}