{"id":"W2943308781","doi":"10.1186/s40560-019-0375-3","title":"A retrospective observational analysis of red blood cell transfusion practices in stable, non-bleeding adult patients admitted to nine medical-surgical intensive care units","year":2019,"lang":"en","type":"article","venue":"Journal of Intensive Care","topic":"Blood transfusion and management","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Foothills Medical Centre; University of Alberta; University of Calgary","funders":"Alberta Innovates; Alberta Innovates - Health Solutions","keywords":"Medicine; Intensive care unit; Retrospective cohort study; Observational study; Blood transfusion; Emergency medicine; Odds ratio; Logistic regression; Population; Guideline; Cohort study; Intensive care medicine; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003014767,0.0002663967,0.001228719,0.00129807,0.00004328107,0.00001691208,0.0002278774,0.0002119478,0.0005661812],"category_scores_gemma":[0.006976374,0.0002111488,0.0003702639,0.002704636,0.00004693177,0.0002170657,0.00008270265,0.000790696,0.000004302214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002747918,"about_ca_system_score_gemma":0.0003926709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003202132,"about_ca_topic_score_gemma":0.0004113387,"domain_scores_codex":[0.996497,0.0001064958,0.001154754,0.0003753833,0.00157526,0.0002910616],"domain_scores_gemma":[0.9275636,0.0001794305,0.0009703672,0.0002421281,0.07069106,0.0003534222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003792136,0.0003062597,0.9539545,0.0005019727,0.002207178,0.0007650106,0.02942636,0.000224091,0.006272899,0.00002522182,0.001967647,0.000556675],"study_design_scores_gemma":[0.0138422,0.003578593,0.6907014,0.002517269,0.004418385,0.00004847926,0.2768846,0.0003451136,0.006673571,0.000002489207,0.0007319157,0.0002560718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924124,0.0003371647,0.0000445848,0.004479424,0.0004855864,0.0008279319,0.00006502462,0.00001003014,0.001337887],"genre_scores_gemma":[0.9929577,0.0005431789,0.0002573901,0.00582776,0.00009362925,0.000008348429,0.0001436587,0.00002698269,0.0001413261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2632532,"threshold_uncertainty_score":0.8610398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384347011308073,"score_gpt":0.2944190581788327,"score_spread":0.270575588065752,"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."}}