{"id":"W2023427558","doi":"10.1097/01.aog.0000142710.16254.21","title":"The Appropriateness of Red Blood Cell Transfusions in the Peripartum Patient","year":2004,"lang":"en","type":"article","venue":"Obstetrics and Gynecology","topic":"Blood transfusion and management","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto","funders":"","keywords":"Medicine; Red Blood Cell Transfusion; Blood transfusion; Pregnancy; Obstetrics; Red blood cell; Emergency medicine; Pediatrics; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002131141,0.00008104,0.0001680949,0.00008650074,0.0001208243,0.000008894161,0.00009365352,0.00007217423,0.0000179576],"category_scores_gemma":[0.0003028573,0.00004294309,0.00005027405,0.0003716978,0.00009065049,0.00001252466,0.00002527555,0.00015393,0.000001501653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001316729,"about_ca_system_score_gemma":0.00004700131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004881252,"about_ca_topic_score_gemma":0.0001303505,"domain_scores_codex":[0.999244,0.00005631183,0.0002311538,0.0001460438,0.0001440569,0.0001783909],"domain_scores_gemma":[0.9988567,0.0007947143,0.00004397799,0.0002193294,0.00004280325,0.00004251922],"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":[0.0007586241,0.0267518,0.05197009,0.001688347,0.0007153663,0.002005136,0.05571422,0.0006005185,0.04067319,0.1859782,0.001794624,0.6313499],"study_design_scores_gemma":[0.04069032,0.00743754,0.4321067,0.0001200975,0.001303964,0.0001442457,0.02553202,0.0001603094,0.0128356,0.006040659,0.4730262,0.00060237],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843066,0.001596361,0.00004865188,0.006708298,0.0004001525,0.0006347615,0.000002412982,0.000008143352,0.006294627],"genre_scores_gemma":[0.9953861,0.003716997,0.00010644,0.0006124903,0.00000756998,0.00004624655,0.000002567598,0.000006457507,0.0001151024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6307475,"threshold_uncertainty_score":0.1751169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009861327219583403,"score_gpt":0.2161700526524281,"score_spread":0.2063087254328447,"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."}}