{"id":"W4391636052","doi":"10.1007/978-3-031-44316-9_9","title":"Ear","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Ear and Head Tumors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001807833,0.0009276859,0.0004295515,0.0009645761,0.00149664,0.002585636,0.0006293724,0.001408846,0.3848675],"category_scores_gemma":[0.0004459545,0.0002889803,0.0004362849,0.0005499116,0.0006359787,0.001714481,0.001855083,0.002004508,0.3385897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005773921,"about_ca_system_score_gemma":0.0007456476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002899979,"about_ca_topic_score_gemma":0.009548547,"domain_scores_codex":[0.9998351,0.00001470905,0.000005731615,0.00003154912,0.00008319731,0.00002965515],"domain_scores_gemma":[0.9998966,0.00001766382,0.000004431932,0.000018007,0.00004060461,0.00002256014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003893191,0.00004397852,0.0001686569,0.0001729641,0.000003738848,0.0003780764,0.0002328216,0.0001789116,0.002355737,0.03762425,0.6612293,0.2975726],"study_design_scores_gemma":[0.000001818983,0.000007311714,0.0001231235,0.00004009801,0.000001469943,0.0002911985,0.00004444002,0.00003140487,0.0001908186,0.002153104,0.9971125,0.000002694546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002573616,0.002416434,0.001216912,0.0005197014,0.001298045,0.00002723209,0.0001461037,0.0001842803,0.9939339],"genre_scores_gemma":[0.0006630979,0.0009481727,0.000287272,0.0003255982,0.0001521543,0.000007657205,0.0000663578,0.00002991779,0.9975197],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3848675,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05741749122651096,"score_gpt":0.2899881816595617,"score_spread":0.2325706904330507,"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."}}