{"id":"W2025694137","doi":"10.1016/j.hrtlng.2009.07.002","title":"Anemia and blood transfusion practices in the critically ill: A prospective cohort review","year":2009,"lang":"en","type":"article","venue":"Heart & Lung","topic":"Blood transfusion and management","field":"Medicine","cited_by":111,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Phlebotomy; Anemia; Prospective cohort study; Intensive care unit; Cohort; Hemoglobin; Cohort study; Blood transfusion; Critically ill; Intensive care medicine; Pediatrics; 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":[0.0006846364,0.0001114567,0.000258867,0.00004643609,0.00007239993,0.00002222567,0.00004968458,0.00004519001,0.0001120416],"category_scores_gemma":[0.0002678687,0.00007291438,0.0000508948,0.0002176482,0.00003779872,0.00009046628,0.000008156435,0.0002679004,0.000007237739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001238123,"about_ca_system_score_gemma":0.00003066839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006476094,"about_ca_topic_score_gemma":0.00005661519,"domain_scores_codex":[0.998957,0.00009352239,0.0002151826,0.0002638253,0.0002831458,0.0001872751],"domain_scores_gemma":[0.9995012,0.00007423335,0.00003092453,0.0002242907,0.00009432412,0.00007505029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001215897,0.009508201,0.7547324,0.01699013,0.0004226116,0.002620623,0.00873171,6.514487e-7,0.02942757,0.02804375,0.08860545,0.05970101],"study_design_scores_gemma":[0.002022265,0.0006507885,0.9472111,0.002226254,0.001104729,0.0006035756,0.0002789972,0.0000276136,0.0002480136,0.0001733441,0.04530508,0.0001481881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5042247,0.04587951,0.0001059347,0.3805226,0.0000964484,0.007532068,0.000002699175,0.0001376704,0.06149836],"genre_scores_gemma":[0.8697117,0.04247086,0.0008244983,0.08659828,0.00006781644,0.0000928466,0.000005135576,0.00001067979,0.0002182138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.365487,"threshold_uncertainty_score":0.2973362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01413659658357079,"score_gpt":0.3224291674108914,"score_spread":0.3082925708273206,"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."}}