{"id":"W2163320846","doi":"10.1182/blood-2005-06-2573","title":"Tandem autologous stem cell transplantation in high-risk de novo multiple myeloma: final results of the prospective and randomized IFM 99-04 protocol","year":2005,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Melphalan; Medicine; Transplantation; Multiple myeloma; Regimen; Autologous stem-cell transplantation; Population; Internal medicine; Surgery; Oncology; Urology; Gastroenterology","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":[0.0005446129,0.0001553916,0.0004459516,0.00008909521,0.0000758063,0.0000109659,0.00007799245,0.0001009604,0.000007644182],"category_scores_gemma":[0.0002044838,0.00009530669,0.00009041256,0.0001638457,0.0001361135,0.0000578187,0.00002225559,0.0002326369,0.000004036222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000718476,"about_ca_system_score_gemma":0.0001669496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004019972,"about_ca_topic_score_gemma":0.000647711,"domain_scores_codex":[0.9984263,0.0003241703,0.0004074895,0.0002695449,0.0002848575,0.0002876426],"domain_scores_gemma":[0.9990152,0.0004335664,0.0001730677,0.0002085587,0.00007233643,0.00009732255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1521812,0.002763615,0.8238353,0.0003560882,0.0002511741,0.0002347645,0.002970355,0.00005073107,0.005808792,0.00003207224,0.00001783844,0.01149814],"study_design_scores_gemma":[0.4032686,0.0002794274,0.5031942,0.0001036088,0.000162596,0.00007520559,0.00003996738,0.0004655976,0.0922892,0.00004414676,0.00001696295,0.00006054657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532654,0.00005732221,0.00004579205,0.0001695776,0.00001056898,0.04574641,0.00008615721,0.00002663564,0.0005921682],"genre_scores_gemma":[0.9798326,0.00004613328,0.002082617,0.00001461765,0.00004480152,0.01768706,0.00001300566,0.00001424398,0.0002648607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3206411,"threshold_uncertainty_score":0.3886494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433486973002101,"score_gpt":0.2742035298222019,"score_spread":0.2598686600921809,"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."}}