{"id":"W4416302115","doi":"10.1097/mao.0000000000004755","title":"Patient Characteristics Associated With Speech Recognition and Quality of Life Improvement After Cochlear Implantation","year":2025,"lang":"en","type":"article","venue":"Otology & Neurotology","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Cochlear implantation; Quality of life (healthcare); Outcome (game theory); Speech perception; Patient-reported outcome; Baseline (sea); Cochlear implant","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005736705,0.0002281834,0.0003670674,0.0005615221,0.0003165184,0.0005358022,0.0002122414,0.0004968697,0.002068934],"category_scores_gemma":[0.004199788,0.0001503969,0.0003832255,0.0006947661,0.0002835206,0.0004595759,0.0003830859,0.0005155486,0.000215786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002068784,"about_ca_system_score_gemma":0.0002653074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008981704,"about_ca_topic_score_gemma":0.00120698,"domain_scores_codex":[0.9994635,0.00009746139,0.00008329321,0.0001114782,0.0001350336,0.0001092969],"domain_scores_gemma":[0.9970561,0.0008199795,0.001476447,0.00009319695,0.0002032547,0.0003509461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001507945,0.00002805527,0.998813,0.000004110549,0.00002087815,0.00005761263,0.000030298,0.00002355646,0.0001682265,0.000003709882,0.00002213731,0.0006775569],"study_design_scores_gemma":[0.000007762213,0.000174184,0.999243,0.000002317116,0.00001355006,0.0002891694,0.00008494159,0.00009078153,0.00005589822,0.000006158561,0.00002911956,0.000003173289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996829,0.00007957679,0.00003422323,0.00001476487,0.000002275424,0.000005317035,0.00009260079,0.000001363461,0.00008695771],"genre_scores_gemma":[0.9997749,0.00001995022,0.00003030725,0.000007839583,0.00000452553,0.000005860416,0.0001191798,5.769401e-7,0.00003699992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002068934,"threshold_uncertainty_score":0.006921291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03557441994719712,"score_gpt":0.2898426344456207,"score_spread":0.2542682144984236,"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."}}