{"id":"W4200430094","doi":"10.1097/aud.0000000000001174","title":"Hearing Assessment and Rehabilitation for People Living With Dementia","year":2021,"lang":"en","type":"article","venue":"Ear and Hearing","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute for Health and Care Research","keywords":"Dementia; Rehabilitation; Needs assessment; Hearing aid; Clinical Practice; MEDLINE; Hearing loss","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":[0.0002963072,0.00007322667,0.0001185847,0.00004270547,0.0003109275,0.0001301782,0.00002206926,0.00003080674,0.000009887404],"category_scores_gemma":[0.0003555005,0.00006503568,0.00002284964,0.0001026517,0.0000458937,0.0001689529,0.00005894002,0.00008428031,9.070455e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002153824,"about_ca_system_score_gemma":0.00005952461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005649938,"about_ca_topic_score_gemma":0.00002872776,"domain_scores_codex":[0.9992173,0.00005899915,0.0001235461,0.0003187807,0.0001167017,0.0001646135],"domain_scores_gemma":[0.9989477,0.0008226581,0.0000257685,0.0001022027,0.00003954556,0.00006216116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001659695,0.00008447424,0.6699225,0.0005777276,0.00001303313,0.000002573747,0.005485822,0.0001439037,0.3061492,0.009265095,0.00003694005,0.008302153],"study_design_scores_gemma":[0.0003020701,0.0001925358,0.9934434,0.000169635,0.00001098745,0.00001412023,0.0007696642,0.002749688,0.00164903,0.0003836692,0.0002157309,0.00009943579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943959,0.00008723616,0.00373517,0.000811498,0.00006060519,0.0001919836,0.000001239626,0.00003445907,0.0006819511],"genre_scores_gemma":[0.9805369,0.00002178439,0.01918219,0.00008879544,0.00003395244,0.00002774859,6.963789e-7,0.00001273808,0.00009524143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3235209,"threshold_uncertainty_score":0.2652078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02922289412695375,"score_gpt":0.3108425245364578,"score_spread":0.2816196304095041,"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."}}