{"id":"W2993477374","doi":"10.1136/bcr-2019-232233","title":"CD138-negative plasma cell myeloma: a diagnostic challenge and a unique entity","year":2019,"lang":"en","type":"article","venue":"BMJ Case Reports","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Plasma Cell Myeloma; Medicine; Plasma cell; Mantle cell lymphoma; Immunophenotyping; Pathology; Lymphoma; Multiple myeloma; Lymphoproliferative disorders; CD20; Cancer research; Flow cytometry; Immunology; Bone marrow","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":[0.0003201216,0.0002038725,0.0003774097,0.0001238982,0.000081499,0.00002753514,0.00001989181,0.0001119844,0.0003591417],"category_scores_gemma":[0.001034303,0.0001647622,0.00009021872,0.0001256308,0.00007086223,0.0001048266,0.00009967312,0.0002123088,0.0001657034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001213224,"about_ca_system_score_gemma":0.0002464408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006640223,"about_ca_topic_score_gemma":0.0002330581,"domain_scores_codex":[0.998349,0.00008250097,0.0003497434,0.0004859358,0.0003661746,0.0003666399],"domain_scores_gemma":[0.9981934,0.0005473609,0.0001682947,0.0005404791,0.0001348233,0.0004156385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0001654213,0.0004773945,0.09213946,0.0003820026,0.0001424503,0.8998457,0.0004359601,8.888445e-7,0.0004709102,0.00002504465,0.0003235647,0.005591241],"study_design_scores_gemma":[0.006710921,0.001612104,0.1118523,0.0004663606,0.00027298,0.8552667,0.0006832705,0.0007631909,0.01681141,0.0004402993,0.004633038,0.0004873982],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819664,0.0003294412,0.00001016399,0.0003330343,0.0001178977,0.002278271,0.00001140598,0.00006147142,0.01489186],"genre_scores_gemma":[0.9958336,0.0002073779,0.0005212096,0.00003831964,0.00007707132,0.0001956271,0.0000296571,0.00002846295,0.003068634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04457891,"threshold_uncertainty_score":0.6718808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02421965315259261,"score_gpt":0.3155124918921756,"score_spread":0.2912928387395829,"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."}}