{"id":"W4379769158","doi":"10.1097/tp.0000000000004659","title":"ABO Antibody Development, a New Look at a Very Old Question","year":2023,"lang":"en","type":"letter","venue":"Transplantation","topic":"Blood groups and transfusion","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health","keywords":"ABO blood group system; Antibody; Immunology; Antigen; Immune system; Transfusion medicine; Transplantation; Biology; Isoantibodies; Blood transfusion; Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001420859,0.0003509865,0.0004288316,0.0003030261,0.0001249699,0.00002762761,0.0000849822,0.0007645572,0.0002058275],"category_scores_gemma":[0.000005157663,0.0003296768,0.0001439812,0.0002493419,0.00002938462,0.0001039506,0.000007194849,0.0008330041,0.00101581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001315858,"about_ca_system_score_gemma":0.0002574297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004533027,"about_ca_topic_score_gemma":0.0002595934,"domain_scores_codex":[0.9981058,0.00005133967,0.0004248761,0.0005085025,0.0005433803,0.0003660811],"domain_scores_gemma":[0.9994113,0.00007839256,0.0001058879,0.0002396699,0.00005765666,0.0001070228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001556503,0.0001495453,0.009704352,0.009134055,0.0006799164,0.008080821,0.00433404,0.000009028544,0.02273142,0.00007046317,0.9321868,0.01136308],"study_design_scores_gemma":[0.009670305,0.0004693024,0.1422282,0.006479705,0.003011308,0.001262448,0.00002229719,0.00005705134,0.0136239,0.000186129,0.8217561,0.001233277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.419827,0.001025024,0.01846754,0.5446074,0.003922703,0.003921685,0.0003995145,0.002289385,0.005539734],"genre_scores_gemma":[0.02158877,0.01266295,0.005946939,0.628565,0.01326659,0.0002097697,0.1381702,0.0007701605,0.1788196],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3982382,"threshold_uncertainty_score":0.9999155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02071982530279736,"score_gpt":0.2849232758881066,"score_spread":0.2642034505853092,"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."}}