{"id":"W1498234826","doi":"10.1177/0310057x1003800207","title":"International Albumin Use: 1995 to 2006","year":2010,"lang":"en","type":"article","venue":"Anaesthesia and Intensive Care","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Albumin; Resuscitation; Intensive care; Intensive care medicine; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002129098,0.0001214402,0.0001798807,0.00009126095,0.00006459576,0.00001929162,0.00005715261,0.00006225736,0.000111002],"category_scores_gemma":[0.0003977871,0.00009797696,0.00006831231,0.00007876191,0.00006991825,0.00007051877,0.00004079859,0.0001632916,0.0000587755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001640728,"about_ca_system_score_gemma":0.00002047283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003047322,"about_ca_topic_score_gemma":0.0002874976,"domain_scores_codex":[0.9993628,0.000005726273,0.000123794,0.0002167544,0.0001321082,0.0001588606],"domain_scores_gemma":[0.997905,0.00001254477,0.00001990799,0.0001585446,0.001768439,0.0001355523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001990821,0.00002608674,0.5049687,0.00004468281,0.000167013,0.0002745048,0.01000714,4.646e-7,0.01746829,0.001768309,0.2866049,0.1784709],"study_design_scores_gemma":[0.0002603871,0.0002127759,0.3779908,0.0000375941,0.0000426415,0.00006806888,0.01034119,0.000003035305,0.00117204,0.00001071968,0.6097469,0.0001137759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775333,0.0003929921,0.00001056304,0.01042894,0.0007366914,0.0001550367,0.00001688691,0.00003986158,0.01068568],"genre_scores_gemma":[0.9879046,0.0002429364,0.0003769392,0.01014933,0.0002380811,0.0000136912,0.00003229055,0.00001494218,0.001027161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3231421,"threshold_uncertainty_score":0.3995385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01793187284746864,"score_gpt":0.2863912931545353,"score_spread":0.2684594203070667,"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."}}