{"id":"W2108495564","doi":"10.3324/haematol.2010.030296","title":"Proliferation is a central independent prognostic factor and target for personalized and risk-adapted treatment in multiple myeloma","year":2010,"lang":"en","type":"article","venue":"Haematologica","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":201,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Heidelberg; Deutsche Forschungsgemeinschaft; Stem Cell Network","keywords":"Multiple myeloma; Beta-2 microglobulin; Internal medicine; Oncology; Cancer research; Medicine; Chemotherapy; Proliferation index; Hematology; Bone marrow; Biology; Immunohistochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000857098,0.0002081226,0.0004165571,0.0001041975,0.0001399261,0.00003928213,0.00003506438,0.0001553479,0.0001307579],"category_scores_gemma":[0.0006287023,0.0001366079,0.0000603646,0.00006892905,0.0001043847,0.00006465499,0.00002716935,0.0001720407,0.000005916349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005320734,"about_ca_system_score_gemma":0.00008741628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001811008,"about_ca_topic_score_gemma":0.0006879955,"domain_scores_codex":[0.9987167,0.00006017784,0.0002189807,0.0003987536,0.0001870287,0.0004183217],"domain_scores_gemma":[0.9991787,0.0002574776,0.000077128,0.0001469338,0.00006371256,0.0002760627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00139091,0.0005133096,0.9853867,0.00008963038,0.0001214631,0.0001671632,0.00101868,1.522598e-7,0.001734532,0.0001440226,0.0000277679,0.009405619],"study_design_scores_gemma":[0.01218663,0.001462709,0.9717692,0.0000341788,0.0000714059,0.0002614455,0.0001452285,0.006467138,0.005865405,0.0001852619,0.001409389,0.0001420785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954847,0.0002966777,0.0001436668,0.0005116176,0.00003810915,0.003265698,0.0001657,0.0000469017,0.00004695191],"genre_scores_gemma":[0.9917063,0.0001936959,0.007021147,0.00003763065,0.00003119323,0.0007106111,0.00009780585,0.00001519564,0.0001864828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01361762,"threshold_uncertainty_score":0.5570707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04033096311217572,"score_gpt":0.3031161525604666,"score_spread":0.2627851894482909,"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."}}