{"id":"W4414540383","doi":"10.4103/indianjotol.indianjotol_131_24","title":"Exploring the Role of Wideband Tympanometry in Diagnosis of Meniere’s Disease: A Systematic Review and Meta-analysis","year":2025,"lang":"en","type":"article","venue":"Indian Journal of Otology","topic":"Vestibular and auditory disorders","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tympanometry; Inclusion and exclusion criteria; Disease; MEDLINE; Meta-analysis; Control (management)","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":[0.01820643,0.003162593,0.02124983,0.008310546,0.000820929,0.003863793,0.00255711,0.003070731,0.00312618],"category_scores_gemma":[0.03941299,0.00175221,0.03912367,0.007659852,0.0009993511,0.002311561,0.00171465,0.001664232,0.0002714873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00237678,"about_ca_system_score_gemma":0.004250769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005058894,"about_ca_topic_score_gemma":0.01103851,"domain_scores_codex":[0.9876676,0.005338342,0.003986272,0.001317263,0.001323852,0.0003667341],"domain_scores_gemma":[0.9694389,0.02230379,0.005117155,0.0008081893,0.002000787,0.000331199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002002176,0.00003988241,0.005228906,0.4144176,0.5661417,0.0001339137,0.00008941892,0.0002634519,0.0002817543,0.00008918668,0.0003020606,0.01100993],"study_design_scores_gemma":[0.0004298717,0.0002262626,0.00364535,0.02618799,0.9682382,0.00009373626,0.00004201839,0.0001105812,0.00009581906,0.0001022532,0.0008089662,0.00001901161],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003814328,0.9950341,0.0003601675,0.0001501703,0.0001256408,0.0002060814,0.0001849689,0.00001177865,0.0001128584],"genre_scores_gemma":[0.155616,0.8383362,0.002566582,0.0009235321,0.0004742803,0.001285005,0.0005308072,0.00002307384,0.0002444869],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02124983,"threshold_uncertainty_score":0.09628594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05992263226573933,"score_gpt":0.2935753485646422,"score_spread":0.2336527162989029,"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."}}