{"id":"W4414452746","doi":"10.14639/0392-100x-n3125","title":"Socio-economic impact of cochlear implantation in adults: an Italian study","year":2025,"lang":"en","type":"article","venue":"Acta Otorhinolaryngologica Italica","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cochlear implantation; Otology; Quality of life (healthcare); Hearing loss; Cochlear implant; MEDLINE","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":[0.0003741982,0.000194375,0.000340224,0.0002787417,0.0001167737,0.00005014749,0.0003894917,0.0001491289,0.00009479767],"category_scores_gemma":[0.0004328302,0.0001546006,0.000133817,0.0003116211,0.0001404905,0.0004719545,0.00008923522,0.0002020449,0.00002693547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003319978,"about_ca_system_score_gemma":0.0001576875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001623487,"about_ca_topic_score_gemma":0.00006920154,"domain_scores_codex":[0.998066,0.000398173,0.0005097316,0.0005653176,0.0001456922,0.0003150495],"domain_scores_gemma":[0.9989189,0.0003800211,0.000155541,0.000437222,0.00003265746,0.00007568538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003343124,0.001073209,0.6906967,0.00005797473,0.00002283605,0.00001365428,0.003518425,0.000131464,0.3007675,0.00167064,0.0001237897,0.001589556],"study_design_scores_gemma":[0.0009057159,0.001561165,0.993348,0.00004316213,0.000009216819,0.000005163427,0.001003068,0.0004834505,0.001905235,0.0005484525,0.00003063717,0.0001567122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964052,0.00001481244,0.000004016909,0.0001175671,0.000143014,0.0009060087,0.00004926024,0.00008482994,0.002275218],"genre_scores_gemma":[0.9996614,0.00001308987,0.00005117906,0.00009123201,0.00002397178,0.00006610443,0.00001253455,0.00001278394,0.00006763125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3026513,"threshold_uncertainty_score":0.6304429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202564512650414,"score_gpt":0.3283977291726065,"score_spread":0.3063720840461023,"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."}}