{"id":"W1998463059","doi":"10.1053/j.seminoncol.2013.07.006","title":"Initial Treatment of Transplant Candidates With Multiple Myeloma","year":2013,"lang":"en","type":"review","venue":"Seminars in Oncology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Medicine; Lenalidomide; Multiple myeloma; Thalidomide; Bortezomib; Autologous stem-cell transplantation; Oncology; Internal medicine; Toxicity; Transplantation; Surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001073779,0.0005131267,0.003079253,0.0004992861,0.00003400307,0.000006258952,0.0001473313,0.0005211542,0.0003038734],"category_scores_gemma":[0.00005304509,0.0003036197,0.0003024315,0.0003047964,0.0002648171,0.00003638967,0.0000272587,0.0002905311,0.00011034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001128398,"about_ca_system_score_gemma":0.001469343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007140261,"about_ca_topic_score_gemma":0.001023516,"domain_scores_codex":[0.9977042,0.0002548933,0.000696763,0.0004950864,0.0002718153,0.0005772082],"domain_scores_gemma":[0.9980653,0.0008907547,0.0002736675,0.0004403382,0.00006633504,0.0002636064],"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":[0.000768068,0.001597418,0.005773179,0.004770001,0.0007521622,0.004301802,0.0003107675,1.642952e-7,0.000004770732,0.00000753079,0.0001308475,0.9815833],"study_design_scores_gemma":[0.007307869,0.01248735,0.0003276907,0.01458416,0.001272638,0.001721811,0.00006599461,0.00002182982,0.0001307295,0.000005150286,0.9618007,0.0002740714],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004928833,0.9878572,0.000002284386,0.0000405323,0.00008465209,0.003062018,0.0002844529,0.00002444118,0.003715544],"genre_scores_gemma":[0.003584714,0.991897,0.001183813,0.000009832129,0.00009319402,0.001272535,0.00105616,0.00006444041,0.000838334],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9813092,"threshold_uncertainty_score":0.9999416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06313384381745932,"score_gpt":0.4042561492588551,"score_spread":0.3411223054413958,"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."}}