{"id":"W2586777072","doi":"10.1111/vox.12490","title":"Factors influencing plasma transfusion practices in paediatric intensive care units around the world","year":2017,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"Cliniques Universitaires Saint-Luc; Wake Forest School of Medicine; Stony Brook University; Townsville Hospital and Health Service; University of Oxford; Imperial College Healthcare NHS Trust; Imperial College London; Hospital for Sick Children; University of Warwick; University of Rochester; University of Louisville; Pennsylvania State University; Johns Hopkins University; Virginia Commonwealth University; Yale University; Washington University in St. Louis; Weill Cornell Medical College; University of Pennsylvania; Nationwide Children's Hospital; Children's Hospital Los Angeles; Dartmouth College","keywords":"Medicine; Blood product; Blood transfusion; Fresh frozen plasma; Intensive care medicine; Emergency medicine; Surgery; Internal medicine; Platelet","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002195671,0.0002017773,0.0002760738,0.0002847892,0.0004138453,0.000115667,0.0002990787,0.00008102695,0.0001173044],"category_scores_gemma":[0.001095126,0.0001272694,0.00008749488,0.0003857098,0.0001004945,0.0002170269,0.00008776944,0.0004361688,0.00002774455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006515676,"about_ca_system_score_gemma":0.0001022202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002122668,"about_ca_topic_score_gemma":0.01372358,"domain_scores_codex":[0.9987464,0.00006756595,0.0002717844,0.0003062355,0.000327385,0.0002806342],"domain_scores_gemma":[0.9983721,0.000204496,0.0002753534,0.0006760966,0.0003627899,0.0001091296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004536431,0.0001397158,0.855724,0.0004381122,0.0002315861,0.0003833711,0.09199245,0.00003534205,0.001252506,0.0006097754,0.005103348,0.0436361],"study_design_scores_gemma":[0.003518207,0.0002566968,0.717043,0.0003148704,0.000479066,0.00001212573,0.1737713,0.0001081641,0.002949471,0.00003209538,0.1012149,0.0003000232],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735031,0.0005492915,0.000006305815,0.005605365,0.0005352104,0.0007302906,0.000008442112,0.00005561255,0.01900643],"genre_scores_gemma":[0.9968743,0.0003531263,0.00003950642,0.00148522,0.0002059377,0.00002685158,0.00001391546,0.00002470347,0.0009764947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.138681,"threshold_uncertainty_score":0.765808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06923839535385869,"score_gpt":0.3244195458126678,"score_spread":0.2551811504588091,"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."}}