{"id":"W2800294374","doi":"10.1017/cem.2018.274","title":"P076: Choosing Wisely: hemoglobin transfusions and the treatment of iron deficiency anemia","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; Alberta Health Services","funders":"","keywords":"Medicine; Focus group; Anemia; Infographic; Intensive care medicine; Medical emergency; Family medicine; Internal medicine","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":[0.004158036,0.0003340498,0.0002359321,0.0005072257,0.001530173,0.001537142,0.0006523417,0.002271748,0.03278368],"category_scores_gemma":[0.009339106,0.000174836,0.0003365024,0.0004776022,0.001340796,0.001151253,0.001403894,0.002527518,0.005160122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001888108,"about_ca_system_score_gemma":0.006266528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003336219,"about_ca_topic_score_gemma":0.009845397,"domain_scores_codex":[0.9981328,0.001083626,0.0001158857,0.00007428024,0.0004510813,0.0001423662],"domain_scores_gemma":[0.9911282,0.00528485,0.0005798434,0.0001073549,0.001379761,0.001519883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001320773,0.0003434424,0.004345179,0.001416378,0.000005264899,0.0005421555,0.006492949,0.0001081971,0.000710487,0.002520442,0.7882546,0.1951288],"study_design_scores_gemma":[0.0001223526,0.0006659965,0.0230436,0.003112632,0.0000209818,0.002500561,0.01054253,0.0003559017,0.001451413,0.005875773,0.9522731,0.00003515532],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.07109573,0.01226453,0.01007251,0.6697068,0.01612761,0.004017296,0.00351242,0.0008576767,0.2123455],"genre_scores_gemma":[0.3779707,0.04911876,0.08795248,0.2046805,0.0187934,0.005145224,0.005131545,0.0004920231,0.2507153],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03278368,"threshold_uncertainty_score":0.1096724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5295239754205343,"score_gpt":0.5263087906920096,"score_spread":0.003215184728524667,"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."}}