{"id":"W4401498973","doi":"10.1097/aud.0000000000001559","title":"Barriers to Early Progress in Adult Cochlear Implant Outcomes","year":2024,"lang":"en","type":"article","venue":"Ear and Hearing","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cochlear France","keywords":"Cochlear implant; Limiting; QUIET; Sentence; Audiology; Speech perception; Neurocognitive; Psychology; Perception; Medicine; Noise (video); Computer science; Cognition; Engineering; Neuroscience; Artificial intelligence","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":[0.0051606,0.0001607437,0.0002185284,0.0007115727,0.0004547891,0.0009648781,0.0005959717,0.0004592234,0.002836131],"category_scores_gemma":[0.02964971,0.0001080665,0.0002293357,0.0005459285,0.0003271533,0.0009704497,0.00154274,0.0004839738,0.0005191995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005935928,"about_ca_system_score_gemma":0.001718825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004290929,"about_ca_topic_score_gemma":0.003641657,"domain_scores_codex":[0.9968271,0.0008096486,0.0006784576,0.0002754152,0.0007692773,0.0006400896],"domain_scores_gemma":[0.9827566,0.004524913,0.007386566,0.000369669,0.002696669,0.00226562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000193898,0.0001984358,0.9496825,0.0001078171,0.00001325164,0.0004011444,0.002572197,0.00007660924,0.0002712945,0.000233617,0.0008315105,0.04541777],"study_design_scores_gemma":[0.000006720471,0.0003260847,0.9948657,0.0001428354,0.00001125414,0.0006562582,0.002386769,0.0001706058,0.0002266796,0.0001659331,0.00102981,0.0000113643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940175,0.001025972,0.0002657342,0.001503088,0.00002774485,0.00004501098,0.0003034794,0.00001944242,0.002792038],"genre_scores_gemma":[0.9992328,0.0001913566,0.0001235796,0.00008062128,0.00001704046,0.00002680206,0.0001245642,0.000003209492,0.0002001062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0051606,"threshold_uncertainty_score":0.02729219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330969126866964,"score_gpt":0.3107274688526686,"score_spread":0.287417777583999,"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."}}