{"id":"W2773943280","doi":"10.1007/174_2017_149","title":"CT Diagnostics in Brain Tumors","year":2017,"lang":"en","type":"book-chapter","venue":"Medical radiology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Brain cancer; Medicine; Brain tumor; Cancer; Pathology; Internal medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003904536,0.0003688448,0.001236938,0.0002494771,0.00005491328,0.000008609052,0.0002716585,0.0005914028,0.003853187],"category_scores_gemma":[0.004304058,0.0002827659,0.0002210521,0.00001188843,0.0005667682,0.00001436521,0.0001124568,0.0009165867,0.0005883859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001847199,"about_ca_system_score_gemma":0.0004292891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009424136,"about_ca_topic_score_gemma":0.0002508266,"domain_scores_codex":[0.998041,0.00004152288,0.0005029703,0.0005221242,0.0004698292,0.0004226067],"domain_scores_gemma":[0.9973084,0.001250751,0.0001933896,0.0006900223,0.0000362327,0.000521244],"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":[0.00016771,0.0006677906,0.05250967,0.0002535109,0.0006992214,0.2480265,0.0001220489,8.830711e-7,0.00000988563,0.1314634,0.4036664,0.162413],"study_design_scores_gemma":[0.004479309,0.0008140515,0.02629333,0.001848641,0.0002259654,0.006304817,0.000004249012,0.00003405918,0.00002024739,0.01044517,0.9491513,0.0003787988],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02084342,0.01526583,0.00001499303,0.05657855,0.001708774,0.001251885,0.00007866436,0.0001137576,0.9041441],"genre_scores_gemma":[0.4449396,0.02841246,0.0003333036,0.02294752,0.00483388,0.0003742812,0.001505145,0.0003822937,0.4962715],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.545485,"threshold_uncertainty_score":0.9999624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0211346128022606,"score_gpt":0.2962734948367213,"score_spread":0.2751388820344607,"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."}}