{"id":"W4318934332","doi":"10.1001/jamaoto.2022.4825","title":"Association of Cognitive Impairment Screening Scores With Improvements in Speech Recognition and Quality of Life After Cochlear Implantation","year":2023,"lang":"en","type":"article","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audiology; Cochlear implantation; Cognitive impairment; Association (psychology); Speech recognition; Cognition; Quality of life (healthcare); Psychology; Medicine; Cochlear implant; Computer science; Neuroscience","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":[0.0007793954,0.0002178072,0.0002669715,0.001254121,0.0002726515,0.000467669,0.0002907318,0.0003067819,0.001634623],"category_scores_gemma":[0.005767948,0.0001219087,0.0003498773,0.0007670687,0.0003738459,0.0004710668,0.0003761415,0.0004400831,0.0001417908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002733738,"about_ca_system_score_gemma":0.000421213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002128123,"about_ca_topic_score_gemma":0.003655403,"domain_scores_codex":[0.9994647,0.00008698666,0.00009917679,0.00006410998,0.0001845248,0.0001005724],"domain_scores_gemma":[0.9949574,0.00111324,0.002778673,0.0001400264,0.0004900505,0.0005206518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005191776,0.00001195389,0.998962,0.00000381213,0.00001633344,0.00006485099,0.00001351988,0.00001728828,0.00004615566,0.000002008295,0.00002125475,0.0007888795],"study_design_scores_gemma":[0.000002567746,0.00008303885,0.9991729,0.000003520648,0.00001574795,0.0004828979,0.00005246719,0.00009778072,0.00005357242,0.000006840672,0.0000263845,0.000002175999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993616,0.0001900583,0.00004269769,0.00003347448,0.000003547557,0.000004090685,0.00008221298,0.000001881798,0.0002805527],"genre_scores_gemma":[0.9998124,0.00003827206,0.00002431305,0.000007797197,0.000005985564,0.000002476688,0.00007294288,3.9926e-7,0.00003535215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002128123,"threshold_uncertainty_score":0.005468369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0534010051751298,"score_gpt":0.2993801164040537,"score_spread":0.2459791112289239,"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."}}