{"id":"W4396666177","doi":"10.3390/jcm13092702","title":"A Systematic Literature Review of Predictors of Erythropoiesis-Stimulating Agent Failure in Lower-Risk Myelodysplastic Syndromes","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bristol-Myers Squibb Canada; Bristol-Myers Squibb","keywords":"Medicine; International Prognostic Scoring System; Myelodysplastic syndromes; Internal medicine; Anemia; Oncology; Multivariate analysis; Univariate analysis; Erythropoiesis; Bone marrow; Intensive care medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005708911,0.00133915,0.006646293,0.01843767,0.0007214985,0.002092402,0.001393954,0.001507299,0.004823016],"category_scores_gemma":[0.02684866,0.0007579701,0.005241123,0.01831939,0.0007976195,0.002060345,0.001239932,0.0007612091,0.0004083015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003391725,"about_ca_system_score_gemma":0.01232187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007489848,"about_ca_topic_score_gemma":0.02185096,"domain_scores_codex":[0.994608,0.001406282,0.002737472,0.000392868,0.0006979302,0.0001573852],"domain_scores_gemma":[0.9723808,0.01853703,0.005908091,0.0003431814,0.002548344,0.0002827066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001750906,0.00001314505,0.001486797,0.9701771,0.004188629,0.0001719767,0.0001816928,0.0000611796,0.0001824174,0.0001178284,0.001190291,0.02205393],"study_design_scores_gemma":[0.0002101155,0.0002417621,0.009259155,0.9194275,0.05637873,0.0007193312,0.0003233207,0.00007384396,0.0001786014,0.0002061816,0.01294652,0.00003495401],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00351497,0.9937244,0.0001548114,0.0003005029,0.0001079415,0.0004367332,0.00132536,0.00001238236,0.0004228361],"genre_scores_gemma":[0.02242307,0.9741707,0.0008909167,0.0005432325,0.0001080266,0.0008300552,0.0008490916,0.000006094479,0.000178831],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01843767,"threshold_uncertainty_score":0.03019202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03800852065508178,"score_gpt":0.4068370110964121,"score_spread":0.3688284904413303,"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."}}