{"id":"W2169698330","doi":"10.1111/trf.12644","title":"Changing trends in blood transfusion: an analysis of 244,013 hospitalizations","year":2014,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; Mount Sinai Hospital; Canadian Blood Services; University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Canadian Blood Services","keywords":"Medicine; Emergency medicine; Blood transfusion; Blood product; Blood management; Transfusion medicine; Internal medicine; Pediatrics; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001268415,0.0002764851,0.0005406716,0.002614906,0.0004949211,0.0009241165,0.0006369238,0.0004416297,0.0009193087],"category_scores_gemma":[0.003576005,0.0003832556,0.0007361373,0.005896844,0.0002585723,0.0006403289,0.0007461399,0.0006558844,0.0002634583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001217184,"about_ca_system_score_gemma":0.0012641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02681955,"about_ca_topic_score_gemma":0.02629682,"domain_scores_codex":[0.9981235,0.000363914,0.0004445838,0.0003824742,0.0004411804,0.0002444394],"domain_scores_gemma":[0.9950807,0.0007593902,0.002830764,0.0002609162,0.000539647,0.0005285526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003360885,0.00001816111,0.998806,0.00001217605,0.00003896621,0.00004633685,0.00005286215,0.00004716405,0.00005453284,0.000006753551,0.0001540382,0.0007293575],"study_design_scores_gemma":[0.000002788998,0.0000279279,0.9991358,0.000008409093,0.00001687965,0.000124575,0.0002480303,0.0002286735,0.00003925637,0.000005267031,0.0001597889,0.000002636394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954886,0.0003300252,0.0001137524,0.00009378506,0.000006014618,0.00001437719,0.003719716,0.00001116783,0.0002224874],"genre_scores_gemma":[0.9944664,0.0003297143,0.0002096643,0.00006641076,0.0000190153,0.00002560382,0.004780408,0.000006401945,0.0000965358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02681955,"threshold_uncertainty_score":0.0533269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01362655523919391,"score_gpt":0.260364914148667,"score_spread":0.2467383589094731,"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."}}