{"id":"W4400094382","doi":"10.1038/s41572-024-00529-7","title":"Multiple myeloma","year":2024,"lang":"en","type":"review","venue":"Nature Reviews Disease Primers","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":257,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Cancer Research; University of Calgary","funders":"","keywords":"Multiple myeloma; Medicine; Internal medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004291472,0.001142521,0.004016746,0.0005810638,0.0001028164,0.00009263743,0.0004127297,0.0008910639,0.0004450079],"category_scores_gemma":[0.001499723,0.0006706793,0.003552802,0.001041763,0.0001193885,0.00008545062,0.0002445475,0.002938404,0.008713472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006123671,"about_ca_system_score_gemma":0.001639051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005353921,"about_ca_topic_score_gemma":0.000002111866,"domain_scores_codex":[0.9956021,0.0003950337,0.001064063,0.001291671,0.0008425937,0.0008045757],"domain_scores_gemma":[0.9961327,0.0001965717,0.0003073513,0.001484501,0.0001041945,0.001774708],"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":[0.00005816119,0.0001872711,0.00002834329,0.1399972,0.001026866,0.001258461,0.000004211863,3.822915e-9,1.415302e-7,0.00004579454,0.02933089,0.8280627],"study_design_scores_gemma":[0.0005249284,0.00005303903,0.00005636915,0.07396978,0.01448436,0.00009140826,0.000001171804,0.000006782236,3.298049e-7,0.00001375165,0.9103326,0.0004654833],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[6.153219e-7,0.989651,0.000002510949,0.0001553476,0.0006261991,0.007011816,0.000407495,0.0002269628,0.001918096],"genre_scores_gemma":[0.000007381706,0.9894373,0.0007135681,0.000267509,0.0007171914,0.001316898,0.002502688,0.0002276181,0.004809889],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8810017,"threshold_uncertainty_score":0.9995744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.064750900655604,"score_gpt":0.4241585985592794,"score_spread":0.3594076979036754,"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."}}