{"id":"W3120787306","doi":"10.1093/milmed/usaa579","title":"Noise-Induced Hearing Loss Treatment: Systematic Review and Meta-analysis","year":2021,"lang":"en","type":"review","venue":"Military Medicine","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hearing loss; Meta-analysis; Acoustic trauma; Prospective cohort study; Cohort study; Noise-induced hearing loss; Internal medicine; Noise exposure; Surgery; Audiology","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":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.001498558,0.001115457,0.01736813,0.0006083639,0.0001958135,0.00002107473,0.0006100229,0.0002804387,0.0008998108],"category_scores_gemma":[0.003781507,0.000677127,0.002516247,0.002652639,0.0002360317,0.00007725599,0.000274796,0.0005338147,0.0001276148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000260068,"about_ca_system_score_gemma":0.0002537713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004222763,"about_ca_topic_score_gemma":0.00007083182,"domain_scores_codex":[0.9919492,0.002407982,0.002420099,0.001707272,0.0008733458,0.0006421051],"domain_scores_gemma":[0.9949113,0.001542788,0.0005338592,0.002439301,0.0001173431,0.000455442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[7.875587e-7,0.00007010992,5.163171e-7,0.9575838,0.03815303,0.0004818583,0.0002065554,0.000001345553,0.0000111192,0.00002333488,0.000168963,0.003298537],"study_design_scores_gemma":[0.0001490889,0.0001793035,6.002194e-7,0.07212602,0.8507088,0.0003981692,0.00002480367,0.0000154779,0.000008823293,0.000003722796,0.07591732,0.000467866],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001120783,0.9950831,0.00001768708,0.0007074153,0.0001287222,0.003538628,0.0000735042,0.00008969756,0.0003500539],"genre_scores_gemma":[0.00005337441,0.9944341,0.0001030354,0.001636169,0.0001288986,0.0005423963,0.00008414165,0.0001000166,0.002917893],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8854578,"threshold_uncertainty_score":0.999568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.312043354991745,"score_gpt":0.4144094720978128,"score_spread":0.1023661171060678,"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."}}