{"id":"W2145158419","doi":"10.3174/ajnr.a1558","title":"CT Grading of Otosclerosis","year":2009,"lang":"en","type":"article","venue":"American Journal of Neuroradiology","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":117,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto","funders":"","keywords":"Otosclerosis; Medicine; Grading (engineering); Radiology; Audiology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002100288,0.00008291661,0.0006115001,0.0001986177,0.00001634205,0.000001972854,0.0000908186,0.00001502545,0.00003785694],"category_scores_gemma":[0.0002458402,0.00006585041,0.0001724134,0.0002052432,0.0002424538,0.00004728618,0.000005890174,0.0002506627,0.000003612729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001349439,"about_ca_system_score_gemma":0.00006788954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005144901,"about_ca_topic_score_gemma":2.401499e-7,"domain_scores_codex":[0.9990728,0.0001277252,0.0004136549,0.00008651581,0.0001306869,0.0001686242],"domain_scores_gemma":[0.9989445,0.0002061697,0.0004927263,0.0001285816,0.00007666488,0.0001513766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005609153,0.0003049625,0.5510792,0.00001781314,0.0001430175,0.001675827,0.0003120279,0.00002193027,0.1874555,0.0003669545,0.004113506,0.2539483],"study_design_scores_gemma":[0.0006370784,0.007606903,0.9695928,0.0000898815,0.00009432074,0.00917877,0.0001292256,0.00001009591,0.009523729,0.0001443499,0.002914066,0.00007881765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966829,0.0001375251,0.00008111142,0.0020783,0.0003609321,0.00003614767,0.000001047524,0.00000707876,0.0006149181],"genre_scores_gemma":[0.9965171,0.0003526736,0.0008662048,0.002017714,0.0002112946,1.883208e-7,5.995781e-7,0.000008066052,0.00002616197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4185136,"threshold_uncertainty_score":0.2685302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01446789083138482,"score_gpt":0.2697008162806919,"score_spread":0.255232925449307,"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."}}