{"id":"W4319879834","doi":"10.1200/op.22.00668","title":"Impact of Frailty on Health Care Resource Utilization and Costs of Care in Myelodysplastic Syndromes","year":2023,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Acute Myeloid Leukemia Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Ottawa Hospital; University of Ottawa; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; Juravinski Cancer Centre; Institute for Clinical Evaluative Sciences","funders":"","keywords":"Medicine; Poisson regression; Interquartile range; Health care; Public health; Population; Disease burden; Disease; Emergency medicine; Gerontology; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006647641,0.0001289867,0.0005311951,0.0004991906,0.00005106659,0.000004384297,0.00009207396,0.000211269,0.00002657984],"category_scores_gemma":[0.004915341,0.0001115116,0.00005271396,0.000836293,0.0001476563,0.0001135898,0.000102841,0.0005281296,0.00002075488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002220744,"about_ca_system_score_gemma":0.002067887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001057663,"about_ca_topic_score_gemma":0.0002681229,"domain_scores_codex":[0.9981046,0.0005932612,0.000381013,0.0002758811,0.0003327207,0.0003124965],"domain_scores_gemma":[0.9957109,0.003215814,0.0003150731,0.0002934824,0.0003180216,0.0001467087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03123563,0.001526526,0.2221354,0.003983575,0.000805787,0.002142436,0.06754644,0.001404524,0.002905664,0.001103968,0.03882264,0.6263874],"study_design_scores_gemma":[0.009377769,0.02901046,0.8438625,0.0008457389,0.0001814376,0.0005621955,0.05975249,0.00109579,0.0003777458,0.00001180656,0.05470536,0.0002167237],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853948,0.001430548,0.000009642856,0.004709493,0.00005438561,0.0007187967,0.00005003563,0.00003993136,0.007592405],"genre_scores_gemma":[0.9979153,0.001081267,0.0003316245,0.000357206,0.00003217183,0.00001926505,0.0001410214,0.00002441363,0.00009776786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6261707,"threshold_uncertainty_score":0.5884477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0706928543925044,"score_gpt":0.4639320706478801,"score_spread":0.3932392162553757,"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."}}