{"id":"W2485261468","doi":"10.1017/cbo9780511781292","title":"Diagnostic Pediatric Hematopathology","year":2011,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hematopathology; Medicine; Medical diagnosis; Hematologic disorders; Pediatric Surgeon; Pediatric oncology; Pediatrics; Pathology; Intensive care medicine; Pediatric surgery; Internal medicine; Surgery; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008211682,0.0004427017,0.0008961741,0.0002433095,0.0001149057,0.00001362859,0.0003223972,0.0008628135,0.00003221389],"category_scores_gemma":[0.0005218822,0.0004477478,0.0003404129,0.00002491233,0.0002715606,0.0000336954,0.0003426275,0.0007288072,0.0001769077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001498494,"about_ca_system_score_gemma":0.0004934943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003054282,"about_ca_topic_score_gemma":4.712548e-7,"domain_scores_codex":[0.998324,0.00006698473,0.0002847959,0.0006092453,0.0002509728,0.0004640197],"domain_scores_gemma":[0.9978349,0.0006901228,0.0002188949,0.0006377968,0.0001991774,0.0004191084],"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":[0.0001610261,0.000151734,0.0007880804,0.001050979,0.00007978935,0.01083426,0.00003681937,1.459819e-7,0.000001777078,0.4561628,0.5305514,0.0001811726],"study_design_scores_gemma":[0.001713086,0.0004890421,0.001383773,0.0003048266,0.001869636,0.0005146589,0.00002597545,0.0000053354,0.00005685955,0.00005900715,0.9929314,0.0006463722],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001554812,0.00116138,0.0003293484,0.0000212395,0.0002728858,0.0007843745,0.0001634603,0.0002414114,0.9954711],"genre_scores_gemma":[0.00171436,0.001289224,0.0001865427,0.000257758,0.0002398296,0.000003536031,0.0001682264,0.00006151474,0.996079],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4623801,"threshold_uncertainty_score":0.9997974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02693334368263506,"score_gpt":0.2164087551514798,"score_spread":0.1894754114688447,"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."}}