{"id":"W3168951425","doi":"10.1111/trf.16520","title":"Neonatal and pediatric blood bank practice in the <scp>United States</scp>: Results from the <scp>AABB</scp> pediatric transfusion medicine subsection survey","year":2021,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Apheresis; Transfusion medicine; Platelet transfusion; ABO blood group system; Platelet; Pediatrics; Blood product; Blood transfusion; Immunology; Intensive care medicine; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001915787,0.000122813,0.0001742252,0.001001978,0.0002307778,0.0004272918,0.0004388345,0.0004405103,0.001673302],"category_scores_gemma":[0.005192692,0.0001551915,0.0002541392,0.002004621,0.0002131294,0.0005816563,0.0006755238,0.0005534777,0.0003756844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008942504,"about_ca_system_score_gemma":0.001009938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02141903,"about_ca_topic_score_gemma":0.02105131,"domain_scores_codex":[0.9986324,0.0004237067,0.0002907961,0.0001369775,0.0003532836,0.0001627197],"domain_scores_gemma":[0.9952233,0.0006950889,0.002611077,0.0001078982,0.0007415671,0.0006210845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001892512,0.00003931201,0.9960632,0.00002920881,0.00001443099,0.00003148743,0.0002742575,0.00004308967,0.00003813337,0.00001393685,0.001506272,0.001927845],"study_design_scores_gemma":[0.000002018024,0.00003465733,0.998563,0.0000255719,0.000005230333,0.0000655684,0.0006684409,0.00008077105,0.00003311782,0.000004719092,0.000515215,0.000001807751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916255,0.0005142456,0.00007920287,0.0005406771,0.000009758955,0.00005045337,0.00546264,0.00001189186,0.00170562],"genre_scores_gemma":[0.9944538,0.0009166148,0.000250907,0.0004237242,0.0000142591,0.0001166574,0.003485527,0.000005067606,0.0003334453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02141903,"threshold_uncertainty_score":0.04258877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924433215922846,"score_gpt":0.2576908306061117,"score_spread":0.2384464984468832,"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."}}