{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003118773,0.0001018045,0.000171521,0.0005468779,0.0007426087,0.0009898056,0.0003809457,0.0006679001,0.002276089],"category_scores_gemma":[0.01770969,0.0001489376,0.0002539585,0.0003931648,0.0006272329,0.0007738726,0.0008727288,0.0006087332,0.0002129237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008275018,"about_ca_system_score_gemma":0.001615289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01410833,"about_ca_topic_score_gemma":0.02155956,"domain_scores_codex":[0.9977154,0.000831425,0.0003158401,0.0001339866,0.0007358294,0.0002674351],"domain_scores_gemma":[0.9893855,0.003487808,0.004263235,0.0001903754,0.001230323,0.001442875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007963165,0.0002640484,0.9460409,0.0001989039,0.00003999116,0.0004030314,0.01888678,0.00007073297,0.0003653678,0.0001158691,0.001707081,0.03182772],"study_design_scores_gemma":[0.00002496822,0.0005342769,0.9240283,0.0004521158,0.00003714085,0.001292288,0.07026603,0.000351203,0.000139743,0.0001356864,0.002713153,0.00002516294],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951348,0.0007425728,0.00007244744,0.002036837,0.00002106253,0.00001840214,0.00004495272,0.000003832473,0.001925002],"genre_scores_gemma":[0.9989572,0.0004097899,0.0001233841,0.0003607042,0.0000117999,0.000008927132,0.00002139781,7.25544e-7,0.0001060638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01410833,"threshold_uncertainty_score":0.02805245,"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."}}