{"id":"W4405916572","doi":"10.1111/trf.18119","title":"Use of automated isovolemic hemodilution red‐cell exchange in patients with sickle cell disease: A Canadian single center experience","year":2024,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; University of Calgary","funders":"Canadian Hematology Society","keywords":"Medicine; Exchange transfusion; Single Center; Red Cell; Sickle cell anemia; Disease; Anesthesia; Surgery; Pediatrics; 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":[0.00005130531,0.0001772892,0.0002101237,0.0002931909,0.00004976889,0.00002051336,0.00005435967,0.00009417381,0.0002059077],"category_scores_gemma":[0.000003256566,0.0001426891,0.00006676524,0.0004449791,0.00005072739,0.0002162964,0.000007457643,0.0001602928,0.00001034154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001442446,"about_ca_system_score_gemma":0.0001280346,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01946202,"about_ca_topic_score_gemma":0.01561627,"domain_scores_codex":[0.9987653,0.00003173995,0.0002469955,0.0003551535,0.0002939587,0.000306787],"domain_scores_gemma":[0.9993811,0.00001679754,0.0000222576,0.0002321093,0.00006282193,0.0002849518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003264386,0.004288265,0.8099157,0.003079892,0.00003530472,0.0004074579,0.01192905,0.00009535121,0.1546205,0.00002257034,0.001175304,0.0111662],"study_design_scores_gemma":[0.009852082,0.001936404,0.9250296,0.003385231,0.0002856836,0.00001158673,0.0002117009,0.01122869,0.03734708,0.00001175584,0.01009723,0.0006029176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997568,0.0003725984,0.0001142973,0.0002971762,0.0001401082,0.0007478033,0.000107768,0.0001573066,0.000494928],"genre_scores_gemma":[0.9991189,0.0001550697,0.0001459979,0.0001051731,0.00002051435,0.00002184866,0.0002271089,0.00003704731,0.0001683291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1172734,"threshold_uncertainty_score":0.9870675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270231771550231,"score_gpt":0.2130430088989743,"score_spread":0.2003406911834719,"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."}}