{"id":"W2125654933","doi":"10.1016/j.transci.2009.03.005","title":"Frequently encountered problems in Transfusion Medicine when managing patients with antibodies","year":2009,"lang":"en","type":"article","venue":"Transfusion and Apheresis Science","topic":"Blood groups and transfusion","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Transfusion medicine; Medicine; Serology; Intensive care medicine; Antibody; Transfusion reaction; Blood transfusion; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004598536,0.0002608019,0.0004077936,0.0003920265,0.000315736,0.00004330046,0.0001733339,0.00007713288,0.000223805],"category_scores_gemma":[0.00001352862,0.0001687891,0.00004416307,0.0008460507,0.0005708681,0.0004271396,0.00001155263,0.000238293,0.000002782034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003878757,"about_ca_system_score_gemma":0.00006198751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008631445,"about_ca_topic_score_gemma":0.001102929,"domain_scores_codex":[0.9976477,0.00003119386,0.0003697189,0.0006658764,0.0008257212,0.0004598088],"domain_scores_gemma":[0.9992785,0.0000278151,0.00004781863,0.0002640834,0.0001335833,0.0002482064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001051813,0.001237752,0.5917505,0.000319617,0.00002033116,0.00006259688,0.0106484,0.00002155558,0.221546,0.0008892462,0.00008695949,0.1723653],"study_design_scores_gemma":[0.008305038,0.001980829,0.9827877,0.001675561,0.00008736066,0.00002335465,0.0005683475,0.000306153,0.002524677,0.001196882,0.0002447008,0.0002994199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870149,0.0004364424,0.0009170952,0.003975294,0.00007409591,0.0008329581,0.000003779993,0.00007125705,0.0066742],"genre_scores_gemma":[0.9955207,0.002792583,0.0007879357,0.0007493544,0.0000293373,0.000006985328,0.000008150002,0.00001389145,0.00009104625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3910372,"threshold_uncertainty_score":0.6883019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01096713491240114,"score_gpt":0.2383342459825579,"score_spread":0.2273671110701568,"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."}}