{"id":"W4402725403","doi":"10.1002/ohn.974","title":"Indications, Surgical Strategies And Hearing Outcomes of Revision Stapes Surgery for Otosclerosis: A Systematic Review and Meta‐analysis on 2602 Patients","year":2024,"lang":"en","type":"review","venue":"Otolaryngology","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Otosclerosis; Stapes; Medicine; Stapes surgery; Meta-analysis; Audiology; Surgery; Middle ear; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001198818,0.0004262741,0.01029168,0.0007713795,0.00005286834,0.00003806697,0.00008440914,0.0003135225,0.00005170814],"category_scores_gemma":[0.0007494371,0.0002548025,0.001821659,0.0005642144,0.0001113065,0.0000858791,0.00007603749,0.0003050231,0.00001048605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002332599,"about_ca_system_score_gemma":0.0001638626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000114709,"about_ca_topic_score_gemma":0.000005506798,"domain_scores_codex":[0.9970236,0.0005414537,0.001425415,0.0005419038,0.000233122,0.0002345509],"domain_scores_gemma":[0.9957574,0.002850675,0.0006896689,0.0004651039,0.0001009911,0.0001361799],"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":[0.000005354987,0.00007674482,0.001753299,0.9467901,0.04967128,0.00001791436,0.00001981651,1.348569e-8,9.958888e-9,0.0003749291,0.0001842224,0.001106316],"study_design_scores_gemma":[0.0001196898,0.0001297758,0.001120942,0.1424479,0.8441496,0.00005233816,0.00001501428,0.00000120705,1.211295e-7,0.00001676886,0.01172063,0.0002259487],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003748219,0.9957976,0.000006321193,0.0001619558,0.00008285522,0.003354986,0.0001558778,0.00003237125,0.00003320596],"genre_scores_gemma":[0.0008301611,0.9975954,0.00007611051,0.0001856682,0.00001849787,0.0007449953,0.0003538576,0.00004276253,0.0001526009],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8043422,"threshold_uncertainty_score":0.9999904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07975087963698489,"score_gpt":0.3617140351530685,"score_spread":0.2819631555160836,"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."}}