{"id":"W4319868673","doi":"10.1097/mao.0000000000003819","title":"Impedance Change as an Indicator of Cochlear Implant Failure","year":2023,"lang":"en","type":"article","venue":"Otology & Neurotology","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Audiology; Cochlear implant; Implant; Retrospective cohort study; Speech perception; Physical therapy; Surgery; Perception","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":[0.0007898682,0.0003334393,0.00029722,0.001463872,0.0002508147,0.0006488811,0.0002993645,0.0004018159,0.001979322],"category_scores_gemma":[0.003838149,0.0001496802,0.0003572585,0.0009454645,0.0003761248,0.0005057792,0.0006140636,0.0004686668,0.0004117333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002450017,"about_ca_system_score_gemma":0.0001947762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009299146,"about_ca_topic_score_gemma":0.0008735533,"domain_scores_codex":[0.9993542,0.00009520173,0.000134199,0.0001067685,0.0002131264,0.00009661696],"domain_scores_gemma":[0.9944711,0.0009008254,0.003467261,0.0001868542,0.000624113,0.0003498567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001057195,0.00001427141,0.9980438,0.000008626082,0.00001071257,0.00007512041,0.00003850539,0.00002294962,0.0004408163,0.000002919517,0.00002032853,0.00121609],"study_design_scores_gemma":[0.000002445663,0.0002748105,0.998517,0.000005107339,0.00001325825,0.0006415124,0.00009882879,0.00008049166,0.0002917892,0.000005568233,0.00006596143,0.00000333566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988954,0.0002692938,0.0001799787,0.00001550104,0.000004425578,0.00001270377,0.0002581188,0.000007294895,0.0003571887],"genre_scores_gemma":[0.9995248,0.00006548045,0.0001217554,0.000008103221,0.000005735363,0.000007834917,0.0001692645,0.00000176835,0.00009532856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001979322,"threshold_uncertainty_score":0.00662148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05443913469862721,"score_gpt":0.3360778177947663,"score_spread":0.2816386830961391,"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."}}