{"id":"W2100076127","doi":"10.1186/cc5054","title":"Anemia, transfusion, and phlebotomy practices in critically ill patients with prolonged ICU length of stay: a cohort study","year":2006,"lang":"en","type":"article","venue":"Critical Care","topic":"Blood transfusion and management","field":"Medicine","cited_by":193,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Phlebotomy; Interquartile range; Intensive care unit; Anemia; Hematocrit; Emergency medicine; Retrospective cohort study; Logistic regression; Hemoglobin; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000186274,0.0001656422,0.0003758852,0.0001141054,0.00005452445,0.00002003063,0.00005904869,0.00007741628,0.00008284244],"category_scores_gemma":[0.0005950151,0.0001274229,0.00003386612,0.0001898478,0.0001994023,0.0001129814,0.00002667134,0.0002398426,0.000001614134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003013722,"about_ca_system_score_gemma":0.00004879682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005042946,"about_ca_topic_score_gemma":0.001088153,"domain_scores_codex":[0.9983842,0.0000963499,0.0003400292,0.0004008866,0.0005144881,0.0002640181],"domain_scores_gemma":[0.9982203,0.0001546545,0.00003532674,0.0002364949,0.001219215,0.0001340146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006034085,0.002797892,0.9922161,0.0008308672,0.00002961583,0.0001677322,0.0009729663,3.323408e-7,0.00008082827,0.0007101717,0.00005294181,0.001537152],"study_design_scores_gemma":[0.005957291,0.002143827,0.9832886,0.0001278119,0.0005608391,0.000005792233,0.007118471,0.000007901258,0.000183144,0.00004798415,0.0004079156,0.0001503493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904206,0.0002105941,0.00007443055,0.001986778,0.00003902376,0.002442589,0.00001918726,0.00003932988,0.00476748],"genre_scores_gemma":[0.9982523,0.00001594426,0.0007594767,0.0007320701,0.00002798337,0.0001325382,0.00002737977,0.0000214032,0.00003085485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008927419,"threshold_uncertainty_score":0.5196157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01077192737428296,"score_gpt":0.2877254354924306,"score_spread":0.2769535081181476,"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."}}