{"id":"W4416872150","doi":"10.1016/j.rhum.2025.10.390","title":"Incidence de transformation hématologique maligne chez des patients atteints de MGUS et traités par tériparatide pour une ostéoporose : résultats d’une étude rétrospective observationnelle","year":2025,"lang":"fr","type":"article","venue":"Revue du Rhumatisme","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Monoclonal gammopathy of undetermined significance; Multiple myeloma; Waldenstrom macroglobulinemia; Immunopathology; Bence Jones protein","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":[0.0006135413,0.000548331,0.0008298416,0.0001988119,0.0004478671,0.00008184051,0.0002669905,0.0004075169,0.0002547995],"category_scores_gemma":[0.0005668835,0.0005552186,0.0002290592,0.0008404734,0.0002437505,0.0007776251,0.00005795126,0.0004157363,0.0001767593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001056627,"about_ca_system_score_gemma":0.0006336428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004372383,"about_ca_topic_score_gemma":0.004298253,"domain_scores_codex":[0.9968597,0.0004218683,0.0009778767,0.0005536719,0.0002942679,0.0008926433],"domain_scores_gemma":[0.9982527,0.0003756995,0.0003266485,0.0003968305,0.000345736,0.0003023178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004651512,0.003092492,0.861813,0.002058502,0.0006818848,0.0003794704,0.06049858,0.001207432,0.0008884001,0.02888749,0.002178861,0.03784873],"study_design_scores_gemma":[0.007369019,0.0005250257,0.9334719,0.002990504,0.0005230145,0.0001222982,0.00211738,0.006771815,0.002070359,0.04330924,0.0002977793,0.000431721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9414828,0.005045381,0.0323396,0.01421272,0.0004130398,0.001446171,0.0002510131,0.0001254605,0.004683829],"genre_scores_gemma":[0.9865202,0.003926473,0.005367192,0.001491647,0.0001099459,0.0002628437,0.0005554598,0.00004894866,0.001717288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07165883,"threshold_uncertainty_score":0.9996899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712439293414235,"score_gpt":0.2783736233424389,"score_spread":0.2612492304082965,"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."}}