{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008639182,0.0005533643,0.0003077366,0.00178194,0.0004668859,0.0007019971,0.0007357169,0.000455551,0.0008733386],"category_scores_gemma":[0.01253887,0.0003855411,0.0002873818,0.001170945,0.0006507895,0.000518452,0.001030013,0.0005076777,0.0003443706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006551367,"about_ca_system_score_gemma":0.0006962967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002330238,"about_ca_topic_score_gemma":0.002358763,"domain_scores_codex":[0.9965767,0.001995753,0.0004170426,0.0003774446,0.0004619656,0.0001710088],"domain_scores_gemma":[0.9918963,0.003471676,0.001048843,0.0009231854,0.001658905,0.001001103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005579547,0.0004432271,0.9408777,0.00005623039,0.00007516347,0.002091199,0.0008319453,0.0004493798,0.002798973,0.00005963689,0.0004385187,0.05132005],"study_design_scores_gemma":[0.0001149003,0.002612592,0.9681704,0.00009247,0.0001085404,0.01694116,0.001579939,0.003474993,0.004348983,0.0001504123,0.002353774,0.00005186118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994024,0.001769461,0.002170926,0.0001019164,0.00001484142,0.00009159734,0.0001087364,0.00004000474,0.001678667],"genre_scores_gemma":[0.9957171,0.0005543815,0.003341009,0.00007573036,0.00002382587,0.0000337918,0.000121661,0.000008972492,0.0001234593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008639182,"threshold_uncertainty_score":0.04568893,"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."}}