{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002416029,0.00109462,0.001698405,0.002437404,0.0006954584,0.00185471,0.001686648,0.003586174,0.003755662],"category_scores_gemma":[0.005488392,0.000263334,0.0005832459,0.002268297,0.0007895364,0.002963271,0.0007604546,0.003969914,0.00223059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001304302,"about_ca_system_score_gemma":0.001351997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00174012,"about_ca_topic_score_gemma":0.00593876,"domain_scores_codex":[0.9985995,0.000446168,0.0002737695,0.0001005977,0.0005098072,0.00007016073],"domain_scores_gemma":[0.9953132,0.001270521,0.000378472,0.0001211675,0.002175946,0.000740713],"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":[0.0001494908,0.0001214051,0.001206107,0.001674819,0.00005666876,0.001309096,0.0001105457,0.000416546,0.0006655129,0.001449493,0.295663,0.6971774],"study_design_scores_gemma":[0.00002765305,0.0001674756,0.001731912,0.001062389,0.00007951855,0.004790449,0.0001233148,0.000300672,0.0001956896,0.0009762743,0.9905206,0.00002409231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003178829,0.85913,0.00449571,0.0780551,0.03987022,0.00005836956,0.0002228311,0.0003641942,0.01462471],"genre_scores_gemma":[0.01620405,0.8559427,0.0112563,0.03647766,0.06758757,0.00009951099,0.000556202,0.00007889938,0.01179721],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003755662,"threshold_uncertainty_score":0.01277733,"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."}}