{"id":"W2102630035","doi":"10.1182/asheducation-2005.1.353","title":"An Update of the Management of Multiple Myeloma: The Changing Landscape","year":2005,"lang":"en","type":"article","venue":"Hematology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Multiple myeloma; Medicine; Bortezomib; Clinical trial; Disease; Malignancy; Transplantation; Bioinformatics; Oncology; Immunology; Internal medicine; Biology","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":[0.000143005,0.00007648677,0.0002060946,0.00006534909,0.00006228547,0.000002123202,0.0001623787,0.00003827122,0.0001436231],"category_scores_gemma":[0.00001485517,0.0000376775,0.00006835996,0.0001716313,0.00009951863,0.00002557457,0.0000894224,0.00007432075,0.00002831967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001107654,"about_ca_system_score_gemma":0.00001718014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001115865,"about_ca_topic_score_gemma":0.0000317103,"domain_scores_codex":[0.9992267,0.00005576365,0.0001802267,0.0001220499,0.0001776591,0.0002376042],"domain_scores_gemma":[0.9993172,0.00004969868,0.0000761289,0.0004649193,0.00004228185,0.00004981059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009638772,0.001728041,0.8713614,0.001130439,0.001533483,0.0002241696,0.002502471,0.00007282205,0.00359245,0.03466015,0.001617358,0.08061334],"study_design_scores_gemma":[0.01322199,0.0004949202,0.7533667,0.0004685216,0.000464303,0.000845978,0.004092685,0.01916634,0.1949806,0.0003868048,0.0122669,0.000244232],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945391,0.000540145,0.0000930259,0.002213881,0.00004278855,0.0004291874,0.00000748498,0.00001511469,0.002119306],"genre_scores_gemma":[0.9982539,0.00006307281,0.001256594,0.0001219492,0.0000271199,0.0000295542,0.00001049349,0.000009080452,0.000228187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1913881,"threshold_uncertainty_score":0.1572573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01810036979888259,"score_gpt":0.3012004844753362,"score_spread":0.2831001146764536,"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."}}