{"id":"W3122589503","doi":"10.1111/trf.16285","title":"Adapting to supply‐and‐demand emerging trends for antigen‐negative red blood cell units","year":2021,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec","funders":"","keywords":"Genotyping; Antigen; Red blood cell; Immunology; Medicine; Blood collection; Biology; Emergency medicine; Genetics; Genotype; Gene","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000212339,0.0002113592,0.0003659166,0.0001681852,0.0002667847,0.0000228363,0.00004951346,0.000125284,0.0002835732],"category_scores_gemma":[0.00003976574,0.0001933955,0.0001109717,0.0007015717,0.00002444326,0.00007754238,0.00002102937,0.0001872502,0.000003325511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009912876,"about_ca_system_score_gemma":0.00006498938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009560253,"about_ca_topic_score_gemma":0.0002428869,"domain_scores_codex":[0.9986001,0.00004693999,0.0002957485,0.0004824764,0.0002302021,0.0003445655],"domain_scores_gemma":[0.9991867,0.0001049247,0.0000323581,0.0002164844,0.0002155856,0.0002439624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006388316,0.0003839513,0.006076736,0.0003232962,0.00009914387,0.0001210292,0.005425909,0.00002032556,0.9217681,0.0001810608,0.0003703846,0.06459129],"study_design_scores_gemma":[0.01169845,0.001313805,0.02765545,0.000647625,0.0007885306,0.0001348648,0.001891204,0.000538229,0.9434394,0.0001135329,0.01136079,0.0004181082],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852673,0.0007105916,0.005710056,0.004144514,0.000164478,0.000492258,0.0000393647,0.0000836039,0.003387831],"genre_scores_gemma":[0.9877121,0.001361144,0.008494952,0.0003580943,0.0001646698,0.00003448978,0.00009420023,0.00004703746,0.001733291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06417318,"threshold_uncertainty_score":0.788644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989909489014504,"score_gpt":0.2604817131587218,"score_spread":0.2405826182685767,"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."}}