{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004163891,0.0005972286,0.0006935201,0.0005492769,0.0005623951,0.0001112899,0.0003909522,0.0003849918,0.00008327514],"category_scores_gemma":[0.003223211,0.0003839521,0.0001922187,0.003866787,0.0001589465,0.0003417936,0.00007294496,0.001468535,0.00002884891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000481575,"about_ca_system_score_gemma":0.0001903462,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01737114,"about_ca_topic_score_gemma":0.01258369,"domain_scores_codex":[0.993477,0.001867488,0.001182748,0.001183795,0.001547076,0.0007418543],"domain_scores_gemma":[0.9880971,0.009910599,0.0002429564,0.0009698497,0.0004675229,0.000311937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00315578,0.01238063,0.4764055,0.002099043,0.001486994,0.00692724,0.3328279,0.0005998731,0.01690448,0.0007015929,0.104254,0.04225696],"study_design_scores_gemma":[0.02676693,0.001374054,0.8673837,0.0002035958,0.004363598,0.000455619,0.02330293,0.0004926207,0.001087542,0.000167188,0.07423289,0.0001693332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771959,0.007361403,0.001066788,0.00881891,0.0007909909,0.001965556,0.0002914412,0.0001761596,0.002332877],"genre_scores_gemma":[0.7420487,0.2474115,0.0002412014,0.005035315,0.001234376,0.000083755,0.003124245,0.00009872044,0.0007222483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3909782,"threshold_uncertainty_score":0.9998612,"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."}}