{"id":"W2484545802","doi":"10.1182/blood.v108.11.4596.4596","title":"Utility of Bone Marrow Biopsy, Bone Marrow Aspirate, Flow Cytometry, and Molecular Testing in the Clinical Staging of Lymphoma: An Institutional Experience.","year":2006,"lang":"en","type":"article","venue":"Blood","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Capital District Health Authority; Dalhousie University","funders":"","keywords":"Lymphoma; Medicine; Bone marrow; Biopsy; Pathology; Malignancy; Gold standard (test); Clinical significance; Internal medicine; Oncology","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":[],"consensus_categories":[],"category_scores_codex":[0.0006390912,0.0001263807,0.0004316669,0.00009444699,0.00004805636,0.00001122119,0.00008501198,0.0001241457,0.00002396137],"category_scores_gemma":[0.002128543,0.00008953339,0.0000664551,0.000479345,0.0004645116,0.00005947802,0.00005554434,0.000117339,8.022214e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004702411,"about_ca_system_score_gemma":0.0001204657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000238373,"about_ca_topic_score_gemma":0.00001740682,"domain_scores_codex":[0.998441,0.0001120171,0.0006756974,0.0002624164,0.0003027086,0.0002061262],"domain_scores_gemma":[0.9990202,0.0003901662,0.0001399321,0.0002603441,0.0001083997,0.00008101743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005789337,0.003478571,0.9859278,0.0001264561,0.0000112125,0.0004193453,0.00009514218,0.000006869565,0.006530782,0.0008292252,0.00002420249,0.002492506],"study_design_scores_gemma":[0.003863611,0.0004079663,0.9879446,0.0001423931,0.00007033676,0.0002033223,0.000370786,0.001622761,0.004348927,0.0008689482,0.0000426556,0.0001136633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958475,0.001080372,0.0005465489,0.0001399697,0.00002741873,0.0002356297,0.00002087135,0.00001717002,0.002084564],"genre_scores_gemma":[0.9926811,0.00001654571,0.007040424,0.0001894737,0.00003078654,0.00001141877,0.00002084283,0.00000676854,0.00000267677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006493875,"threshold_uncertainty_score":0.3651066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04782612778404358,"score_gpt":0.3196444518084084,"score_spread":0.2718183240243648,"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."}}