{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009490349,0.0002346344,0.0002235116,0.0007809618,0.0003721091,0.0005269345,0.0003430474,0.000238418,0.001074739],"category_scores_gemma":[0.006391408,0.00009991755,0.0004451904,0.000734597,0.0004250004,0.0002855615,0.000728522,0.0005236918,0.00005273861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003441669,"about_ca_system_score_gemma":0.002922552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.19088,"about_ca_topic_score_gemma":0.2660941,"domain_scores_codex":[0.99922,0.00022039,0.00007435265,0.0000657232,0.0002468611,0.0001726721],"domain_scores_gemma":[0.997442,0.000425284,0.001278575,0.00009283216,0.0002855296,0.000475753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005600299,0.00001394776,0.9953554,0.00001635199,0.00009114922,0.00004858923,0.0000404828,0.0003072039,0.00003710598,0.00006126038,0.0002336533,0.003738963],"study_design_scores_gemma":[0.000002589614,0.00001560787,0.999099,0.00002052949,0.00001706074,0.00007381021,0.00003939128,0.0005453295,0.00001525782,0.00005254427,0.0001164553,0.00000240281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969401,0.001078183,0.00007864393,0.0004935432,0.000006624298,0.000007594723,0.0007576916,0.000003153056,0.0006345381],"genre_scores_gemma":[0.9993752,0.0001874933,0.00004127099,0.0000290115,0.000006314805,0.000002249213,0.0003168009,6.162115e-7,0.00004113437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.19088,"threshold_uncertainty_score":0.3795379,"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."}}