{"id":"W2048585862","doi":"10.1097/mop.0000000000000221","title":"Red blood cell transfusion decision making in critically ill children","year":2015,"lang":"en","type":"review","venue":"Current Opinion in Pediatrics","topic":"Blood transfusion and management","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Septic shock; Critically ill; Sepsis; Hemoglobin; Red Blood Cell Transfusion; Shock (circulatory); Anemia; Blood transfusion; Upper gastrointestinal bleeding; Red blood cell; Intensive care medicine; Pediatrics; Internal medicine; Endoscopy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009746383,0.0006419909,0.001915429,0.001739489,0.00004774013,0.00004404527,0.0003850295,0.000578063,0.0001139509],"category_scores_gemma":[0.0003674789,0.0005624982,0.0005112634,0.001785746,0.0000399163,0.00009295784,0.0001748643,0.001484727,0.00008034068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340809,"about_ca_system_score_gemma":0.0005474199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001091393,"about_ca_topic_score_gemma":0.000006725597,"domain_scores_codex":[0.9955868,0.0002201849,0.001657575,0.000955525,0.0009755801,0.0006043447],"domain_scores_gemma":[0.9982728,0.0002362875,0.0002230476,0.0006450536,0.0003177213,0.0003050814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004854061,0.001683311,0.002006063,0.03208795,0.0000166084,0.00002268309,0.00008700274,0.000002313893,4.124402e-8,0.00007273608,0.006143063,0.9578297],"study_design_scores_gemma":[0.004257702,0.0002185616,0.0009322287,0.02719436,0.001331728,0.00005306757,0.00002017177,0.00001803541,9.667888e-8,0.0001143596,0.9652678,0.0005918296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008635583,0.9889518,0.0008168034,0.0001027507,0.005806138,0.00319517,0.00006462602,0.00008708957,0.0008892381],"genre_scores_gemma":[0.00003676571,0.9963562,0.001474933,0.00006282344,0.001274758,0.0001549983,0.0005131988,0.00009796294,0.00002836206],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9591248,"threshold_uncertainty_score":0.9996827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06807161153265075,"score_gpt":0.3892836394387302,"score_spread":0.3212120279060794,"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."}}