{"id":"W3176281148","doi":"10.1007/978-3-030-59265-3_4","title":"Clinical and Surgical Management of Pediatric Diseases of the Ear and Temporal Bone","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Ear and Head Tumors","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Hospital for Sick Children; SickKids Foundation","funders":"","keywords":"Temporal bone; Cholesteatoma; Medicine; Skull; Pathological; Middle ear; Pathology; Presentation (obstetrics); Radiology; Anatomy","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":[0.0001272408,0.0001147251,0.0005154992,0.00004282343,0.00001555705,0.000002843137,0.00003374351,0.0001106729,0.0004937276],"category_scores_gemma":[0.000009441688,0.00006840593,0.0001699557,0.00002157799,0.0002219246,0.000008245721,0.0001664375,0.000171812,0.000002048905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000309827,"about_ca_system_score_gemma":0.00004874871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009219676,"about_ca_topic_score_gemma":0.00000424293,"domain_scores_codex":[0.9990745,0.00001570911,0.0004095834,0.0001989182,0.0002290921,0.00007223772],"domain_scores_gemma":[0.9994241,0.00007427383,0.0001151578,0.0002358614,0.00004455888,0.0001060301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001576522,0.0001289698,0.9050771,0.001996697,0.00022105,0.0005886061,0.00001289107,1.632983e-8,2.035964e-7,0.08654814,0.002735531,0.002533128],"study_design_scores_gemma":[0.002610562,0.0003321109,0.967194,0.0006322391,0.002314001,0.00009910706,0.00006382009,0.000003956087,0.000003914517,0.001470684,0.02509651,0.0001791429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2646958,0.02661578,0.000002448044,0.0008251102,0.0002000232,0.0006867273,0.00007312828,0.00002183701,0.7068792],"genre_scores_gemma":[0.4263116,0.01350974,0.0002604562,0.00008193096,0.000337931,0.000001499151,0.00002133726,0.00002344027,0.5594521],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1616159,"threshold_uncertainty_score":0.5405971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03562541728853586,"score_gpt":0.3148259580437437,"score_spread":0.2792005407552079,"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."}}