{"id":"W2077485380","doi":"10.1016/j.otc.2012.10.001","title":"Transcanal endoscopic management of cholesteatoma","year":2013,"lang":"en","type":"review","venue":"Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna)","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cholesteatoma; Medicine; Presentation (obstetrics); Middle ear; Surgery","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":[0.0002132257,0.0007940637,0.002652745,0.0007079245,0.0001973095,0.00002335725,0.0005834231,0.0003123184,0.00074723],"category_scores_gemma":[0.00000879422,0.000689136,0.001006404,0.0005457503,0.0004420848,0.0001445466,0.0004031074,0.0006162302,0.0006320146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002336334,"about_ca_system_score_gemma":0.000328739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002476687,"about_ca_topic_score_gemma":0.00001189672,"domain_scores_codex":[0.9965391,0.000242775,0.0008365945,0.0009019205,0.0006928967,0.000786779],"domain_scores_gemma":[0.9980501,0.0002205567,0.000441894,0.0007942321,0.0001235699,0.000369651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002080946,0.001536783,0.005312741,0.09955899,0.0100815,0.008578915,0.0006941481,0.000007449459,0.00002169274,0.05699936,0.01118906,0.8058113],"study_design_scores_gemma":[0.001263791,0.0002325074,0.005443265,0.01526458,0.005150664,0.0003690138,0.0002447345,0.000003789238,0.00001622795,0.00003675787,0.971378,0.0005966129],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002398889,0.8145719,0.0001623907,0.0001242748,0.0008799586,0.001944633,0.0003518966,0.0001257423,0.1794403],"genre_scores_gemma":[0.001223908,0.9199806,0.0009935367,0.00006432813,0.0001518158,0.00006804623,0.0005351119,0.00008936418,0.07689329],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.960189,"threshold_uncertainty_score":0.999556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02923637527934349,"score_gpt":0.264642897305145,"score_spread":0.2354065220258015,"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."}}