{"id":"W4229670823","doi":"10.1016/b978-1-4160-6110-6.10159-3","title":"Case 159","year":2010,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Medical Imaging and Pathology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002471601,0.0003608795,0.0007352846,0.000120065,0.0001413064,0.00000970943,0.00008332477,0.0005847595,0.0007323817],"category_scores_gemma":[0.0001104505,0.0002797909,0.0002429487,0.000005506281,0.0006467051,0.00000809209,0.00009983485,0.001712022,0.0007581688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002414898,"about_ca_system_score_gemma":0.0001155157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.48428e-7,"about_ca_topic_score_gemma":0.00002436335,"domain_scores_codex":[0.9986975,0.00001437113,0.0003382481,0.0004145509,0.0002571831,0.0002781674],"domain_scores_gemma":[0.9987836,0.00009110069,0.0001256717,0.0006050522,0.0001151195,0.000279386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001545475,0.000008699785,0.00002868618,0.0001420142,0.0001630338,0.0391935,0.0002235367,1.185608e-9,0.00006376619,0.0006644572,0.001246746,0.9582501],"study_design_scores_gemma":[0.0004505961,0.00009154532,0.00001241331,0.0003741285,0.0005625423,0.03177323,0.000008238965,6.181523e-7,0.00005021808,0.002476436,0.9639552,0.0002447951],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002326432,0.001750788,0.000002833165,0.0006667096,0.0008899153,0.0003581217,0.00001820671,0.0001272048,0.9959536],"genre_scores_gemma":[0.00096939,0.000107574,0.001174794,0.00303389,0.001111272,0.00002119374,0.00002280441,0.00007848771,0.9934806],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9627085,"threshold_uncertainty_score":0.9999654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03325850475994483,"score_gpt":0.2891484122519689,"score_spread":0.2558899074920241,"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."}}