{"id":"W2008576749","doi":"10.1007/s11899-013-0183-0","title":"Multiple Myeloma: Defining the High-Risk Patient and Determining the Optimal Treatment Strategy","year":2013,"lang":"en","type":"review","venue":"Current Hematologic Malignancy Reports","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Columbia College","funders":"","keywords":"Multiple myeloma; Medicine; Bortezomib; Hematology; Internal medicine; Malignancy; Hematologic malignancy; Intensive care medicine; Clinical trial; 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":[0.0009559168,0.0008355459,0.003021079,0.002609078,0.0003600791,0.001603627,0.001416295,0.001534575,0.001699098],"category_scores_gemma":[0.002422678,0.0003321996,0.0007379794,0.002200166,0.0006202757,0.001890246,0.000775619,0.002725545,0.0009012213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001189451,"about_ca_system_score_gemma":0.002428301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002495428,"about_ca_topic_score_gemma":0.004703858,"domain_scores_codex":[0.999505,0.00009663228,0.0001087518,0.00008300976,0.0001727047,0.00003392539],"domain_scores_gemma":[0.9989491,0.0005550259,0.0001954696,0.00001535612,0.0002255042,0.00005957532],"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":[0.00008548622,0.0000902973,0.001780409,0.0148199,0.0002159661,0.0003707418,0.00005097907,0.0004742638,0.000666731,0.003167197,0.03717405,0.9411041],"study_design_scores_gemma":[0.00008859208,0.000169335,0.0100423,0.03488784,0.001237631,0.007929073,0.0004606108,0.0007272976,0.0009231167,0.01077569,0.9326544,0.0001041557],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001074437,0.997822,0.0002057176,0.00126113,0.0001593928,0.000004798075,0.0000203798,0.000006280518,0.000412859],"genre_scores_gemma":[0.001036109,0.9973155,0.0005190508,0.0005501924,0.0003943766,0.000007092256,0.00003802155,0.000001173081,0.0001384232],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003021079,"threshold_uncertainty_score":0.008630157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07505719191943697,"score_gpt":0.3537867960608366,"score_spread":0.2787296041413996,"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."}}