{"id":"W4307024425","doi":"10.1016/j.cjca.2022.08.120","title":"PUMPING IRON: A QUALITY IMPROVEMENT STUDY FOR THE TREATMENT OF IRON DEFICIENCY ANEMIA IN AMBULATORY HEART FAILURE PATIENTS","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Medicine; Heart failure; Ambulatory; Anemia; Ferritin; Iron deficiency; Ejection fraction; Internal medicine; Transferrin saturation; Cohort; Quality of life (healthcare); Comorbidity; Physical therapy; Pediatrics; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.006496737,0.0005946916,0.001918344,0.0007199946,0.001095369,0.001439213,0.000760318,0.00108685,0.001277973],"category_scores_gemma":[0.0123316,0.0003375197,0.00294469,0.001738641,0.0005736655,0.001226539,0.001216904,0.001836996,0.0001033338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00308717,"about_ca_system_score_gemma":0.004275674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01950513,"about_ca_topic_score_gemma":0.0225751,"domain_scores_codex":[0.9948145,0.002803691,0.0006604907,0.0004954648,0.0007501303,0.0004758271],"domain_scores_gemma":[0.988299,0.002402181,0.004641164,0.0005109534,0.00125139,0.002895234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.1562675,0.0364201,0.6621839,0.002142639,0.008994142,0.00010946,0.001480778,0.001057671,0.0009596272,0.0004437019,0.004443617,0.1254968],"study_design_scores_gemma":[0.03956835,0.02423992,0.9296793,0.0002921263,0.003118202,0.00004095223,0.0005680465,0.001003021,0.0001639866,0.00009919552,0.001155415,0.00007142925],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942495,0.001744785,0.0002540779,0.0007819082,0.00008366185,0.0009691172,0.001110453,0.00001982931,0.0007865992],"genre_scores_gemma":[0.9937963,0.0007988945,0.002044809,0.0006184044,0.00008274924,0.001122109,0.001225177,0.000005902076,0.0003057064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01950513,"threshold_uncertainty_score":0.03878313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02231373897755623,"score_gpt":0.2875281982296164,"score_spread":0.2652144592520602,"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."}}