{"id":"W4232527067","doi":"10.7326/0003-4819-156-12-201206190-00431","title":"Indications for Blood Transfusions: Too Complex to Base on a Single Number?","year":2012,"lang":"en","type":"article","venue":"Annals of Internal Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Intensive care medicine; Blood transfusion; Base (topology); Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01271936,0.001777397,0.002623299,0.004754099,0.001637871,0.005333399,0.003057905,0.007215497,0.01054364],"category_scores_gemma":[0.07992714,0.00111697,0.001553031,0.002202669,0.002791862,0.005503697,0.0009042067,0.01515434,0.01314023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002043395,"about_ca_system_score_gemma":0.002421179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001439962,"about_ca_topic_score_gemma":0.002769272,"domain_scores_codex":[0.9888691,0.002907502,0.002605187,0.0006756487,0.004574392,0.0003681703],"domain_scores_gemma":[0.9221782,0.03375882,0.006674419,0.001742644,0.0327637,0.002882103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003984189,0.000008183048,0.00005333809,0.0005606334,0.0000209532,0.00004404694,0.0000219737,0.00001640138,0.00005381285,0.0004713058,0.9844193,0.0142901],"study_design_scores_gemma":[0.00007628632,0.00003980275,0.0003775591,0.004169228,0.00009926145,0.0003630189,0.0001020519,0.000116908,0.0001996584,0.00248099,0.9919315,0.00004369639],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.0001233411,0.03654637,0.0005836074,0.1598847,0.7981516,0.00006677014,0.0001301541,0.0001244165,0.004389103],"genre_scores_gemma":[0.001553686,0.02895878,0.0008757543,0.1025526,0.8597045,0.00006648731,0.0001185547,0.00013296,0.006036654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01271936,"threshold_uncertainty_score":0.06726724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1393480709327058,"score_gpt":0.3904233935563342,"score_spread":0.2510753226236284,"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."}}