{"id":"W4252578211","doi":"10.1017/s0022215116005685","title":"A New Simple Radiological Scoring System for Classifying the Tegmen of the Mastoid","year":2016,"lang":"en","type":"article","venue":"The Journal of Laryngology & Otology","topic":"Ear and Head Tumors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Simple (philosophy); Computer science; Content (measure theory); Mathematics","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":[0.001369582,0.0001181607,0.0005507156,0.0000615391,0.0001604347,0.000002415787,0.0004673569,0.0001499192,0.00008170713],"category_scores_gemma":[0.0004149388,0.00003689899,0.0002430954,0.00009578781,0.0004138752,0.00003268571,0.00009615588,0.0003691738,0.000006531076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006295031,"about_ca_system_score_gemma":0.0002275964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002051829,"about_ca_topic_score_gemma":0.00002270723,"domain_scores_codex":[0.9984524,0.0004557513,0.0005482109,0.00009827208,0.0001367745,0.000308606],"domain_scores_gemma":[0.9974539,0.00147265,0.0005233448,0.0003470876,0.0001250543,0.00007793402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007330054,0.0001764811,0.5557888,0.0003746687,0.001338105,0.0002380196,0.003030526,0.00004521522,0.3531376,0.03499196,0.02643446,0.01711415],"study_design_scores_gemma":[0.01046407,0.005210322,0.8700326,0.0006995113,0.001592753,0.05818243,0.00283755,0.00009893216,0.01576665,0.007322576,0.02754475,0.0002478587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717171,0.0008740429,0.004731217,0.0209881,0.0005060893,0.0004018579,0.000003197336,0.00001153696,0.0007668704],"genre_scores_gemma":[0.998071,0.00006972457,0.0003765768,0.0006369951,0.00051395,0.000005463656,2.224632e-7,0.00001313002,0.0003129474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3373709,"threshold_uncertainty_score":0.1603897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03127607070950257,"score_gpt":0.2866460332395027,"score_spread":0.2553699625300001,"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."}}