{"id":"W4403524097","doi":"10.1002/9781394244843.ch2","title":"SPECIAL TECHNIQUES APPLICABLE TO BONE MARROW DIAGNOSIS","year":2024,"lang":"en","type":"other","venue":"","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Bone marrow; Computer science; Medicine; Medical physics; Pathology","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":[0.0008396587,0.001456041,0.0007786215,0.002590704,0.0008589739,0.0007467229,0.0009183497,0.001103395,0.03185703],"category_scores_gemma":[0.001107558,0.0006551681,0.0008407796,0.001481961,0.000807454,0.0009985969,0.00144844,0.002774726,0.03120159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002650526,"about_ca_system_score_gemma":0.00058596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005857641,"about_ca_topic_score_gemma":0.001355487,"domain_scores_codex":[0.9994123,0.00009590852,0.00005498945,0.0001376339,0.0002433251,0.00005581712],"domain_scores_gemma":[0.9994537,0.00017219,0.00003262592,0.0001470761,0.0001421295,0.00005223098],"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":[0.0002010526,0.0001278336,0.001303462,0.002373924,0.00005589098,0.002506893,0.0003611335,0.0004442806,0.3571824,0.007873087,0.04008632,0.5874836],"study_design_scores_gemma":[0.00002342703,0.0001862341,0.004251276,0.0004525449,0.0000665027,0.01666499,0.0001258572,0.0005173001,0.07263925,0.006113565,0.8989102,0.00004887391],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01566371,0.1858711,0.5898522,0.00239303,0.006502981,0.001391381,0.002401349,0.006706196,0.1892181],"genre_scores_gemma":[0.04119692,0.1389009,0.6577432,0.002819063,0.002935945,0.00255656,0.005268724,0.001509167,0.1470697],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03185703,"threshold_uncertainty_score":0.1065724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01680378360191919,"score_gpt":0.2941229732776597,"score_spread":0.2773191896757405,"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."}}