{"id":"W2084542540","doi":"10.1182/blood-2009-06-229658","title":"Bortezomib and high-dose melphalan as conditioning regimen before autologous stem cell transplantation in patients with de novo multiple myeloma: a phase 2 study of the Intergroupe Francophone du Myélome (IFM)","year":2009,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":171,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Medicine; Melphalan; Bortezomib; Multiple myeloma; Regimen; Autologous stem-cell transplantation; Internal medicine; Transplantation; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001104544,0.0001760699,0.0003228289,0.0001349451,0.00009200683,0.00001386912,0.00009023413,0.00006504454,0.00001213555],"category_scores_gemma":[0.0000202372,0.0001159319,0.00003400472,0.0002529312,0.00005622855,0.00009274642,0.00001791157,0.0001719076,0.000002622436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005161702,"about_ca_system_score_gemma":0.00007538003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003771284,"about_ca_topic_score_gemma":0.000377707,"domain_scores_codex":[0.9987229,0.0001063398,0.0002803913,0.0002722962,0.0003393991,0.0002787024],"domain_scores_gemma":[0.9993667,0.00006043773,0.0001201289,0.000243529,0.00007797298,0.0001312116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003340458,0.01196455,0.9673577,0.00008310564,0.0001754391,0.0005846333,0.008135957,0.00000845201,0.001710092,0.000003253475,0.000003788375,0.006632559],"study_design_scores_gemma":[0.09499077,0.008131882,0.889341,0.0001479412,0.0001782106,0.00005698989,0.0009441911,0.0000910312,0.006018123,0.00001337765,9.896662e-7,0.00008547177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981503,0.00005807828,0.00001345,0.00007605369,0.00002873245,0.001520306,0.00005476545,0.00002783246,0.00007045524],"genre_scores_gemma":[0.9995433,0.000009242916,0.0001718756,0.00004186588,0.00002383303,0.00005813422,0.00009993726,0.00001738266,0.00003442774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09165032,"threshold_uncertainty_score":0.4727566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006386028454849118,"score_gpt":0.2424116482619217,"score_spread":0.2360256198070726,"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."}}