{"id":"W2148438521","doi":"10.1111/trf.12457","title":"Similar donors—similar blood?","year":2013,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario HIV Treatment Network","funders":"","keywords":"Hemolysis; Medicine; Autolysis (biology); Blood bank; Red blood cell; Surgery; Immunology; Internal medicine; Biology; Biochemistry; Emergency medicine","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":[0.002018277,0.0001594237,0.0003783999,0.0004815774,0.0007941985,0.0009136526,0.0003850811,0.0005731393,0.009845598],"category_scores_gemma":[0.004244476,0.00007927921,0.0001607321,0.0007774308,0.0005254496,0.0004468575,0.0005490028,0.0005246386,0.00212601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004865784,"about_ca_system_score_gemma":0.0003235281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001375749,"about_ca_topic_score_gemma":0.0007373787,"domain_scores_codex":[0.998808,0.0003952525,0.0001187687,0.0003417581,0.0002149418,0.0001213607],"domain_scores_gemma":[0.9982082,0.0003151065,0.0004851941,0.0003233898,0.0003284166,0.0003398083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004406284,0.001222599,0.7909178,0.0003521707,0.00020422,0.006983815,0.002474184,0.0001250278,0.01091688,0.003528897,0.01438215,0.1644859],"study_design_scores_gemma":[0.0003597442,0.004896417,0.8038924,0.000561276,0.0004372104,0.05392158,0.01106394,0.0009006073,0.008015303,0.008166725,0.1076428,0.0001419661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816597,0.003615672,0.001816162,0.002311667,0.0006931771,0.0001604094,0.001002565,0.00005156138,0.008689213],"genre_scores_gemma":[0.9885288,0.001277882,0.001936919,0.003532196,0.0003145326,0.00008925026,0.0008003032,0.00002137429,0.003498764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009845598,"threshold_uncertainty_score":0.03293675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132834092742954,"score_gpt":0.2284150435028776,"score_spread":0.217086702575448,"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."}}