{"id":"W4306867613","doi":"10.3324/haematol.2021.280051","title":"Prognostic value of positron emission tomography/computed tomography in transplant-eligible newly diagnosed multiple myeloma patients from CASSIOPEIA: the CASSIOPET study","year":2022,"lang":"en","type":"letter","venue":"Haematologica","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"Institut National Du Cancer; Direction Générale de l’offre de Soins; Institut National de la Santé et de la Recherche Médicale; Agence Nationale de la Recherche; CHIST-ERA; Labex Iron","keywords":"Positron emission tomography; Medicine; Multiple myeloma; Cassiopeia A; Positron Emission Tomography-Computed Tomography; Nuclear medicine; Radiology; Tomography; Internal medicine; Physics; Astronomy","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.000344767,0.0008899554,0.001983757,0.0009722918,0.0003902405,0.00006246039,0.0008917398,0.0007096481,0.0004841357],"category_scores_gemma":[0.0003918952,0.000539908,0.0006527237,0.001439984,0.0002324955,0.00009077832,0.000376999,0.002631434,0.00001845332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001627121,"about_ca_system_score_gemma":0.0002182371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005104706,"about_ca_topic_score_gemma":0.0003130796,"domain_scores_codex":[0.992954,0.001478823,0.00125627,0.001328977,0.001861831,0.001120161],"domain_scores_gemma":[0.9953144,0.002379782,0.0005516768,0.001265902,0.0002066983,0.0002815728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002198371,0.004272716,0.9122571,0.0003938533,0.0008874005,0.02258588,0.001045226,0.000008000296,0.00007749658,0.000001452618,0.05492657,0.001345924],"study_design_scores_gemma":[0.01319237,0.004256341,0.9716505,0.001070215,0.0007374226,0.0001305702,0.0003735696,0.0003144453,0.0004893484,0.00005489423,0.007169403,0.0005608968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743818,0.001104071,0.00001295829,0.01504089,0.000342272,0.007643162,0.001083406,0.0001540578,0.0002373655],"genre_scores_gemma":[0.9840063,0.0001041606,0.0005004008,0.008757079,0.0001826814,0.001503105,0.004768014,0.0001044799,0.00007372461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05939342,"threshold_uncertainty_score":0.9997053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02303871682484634,"score_gpt":0.2734852800405199,"score_spread":0.2504465632156735,"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."}}