{"id":"W1485676778","doi":"10.1111/j.1537-2995.2012.03643.x","title":"AABB contributions to plasma safety","year":2012,"lang":"en","type":"review","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical emergency; Intensive care 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":["insufficient_payload"],"category_scores_codex":[0.0003738374,0.0004794691,0.001740376,0.0003470239,0.000176703,0.00001693363,0.0001707728,0.0004218757,0.00186684],"category_scores_gemma":[0.00002250839,0.0003616586,0.0007800991,0.0005746994,0.00003370047,0.00004950165,0.00004585452,0.0005652533,0.002041962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002115211,"about_ca_system_score_gemma":0.0001890832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005465919,"about_ca_topic_score_gemma":0.00006413916,"domain_scores_codex":[0.9977716,0.0001066161,0.0007021236,0.0004802882,0.0004087365,0.0005306706],"domain_scores_gemma":[0.9985607,0.00007723217,0.0000683559,0.0005914515,0.00009585755,0.0006064498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007942986,0.0003191134,0.000001242225,0.008535396,0.0002118002,0.00002418582,0.00009566704,1.535742e-7,0.000009063341,0.001565913,0.001971321,0.9871867],"study_design_scores_gemma":[0.001282331,0.0001763437,0.00002274068,0.008086747,0.005845441,0.0001061424,0.00001177967,0.00000106622,0.0000118781,0.000004686365,0.9841107,0.0003401873],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005281126,0.9724538,0.003337517,0.001325294,0.0008190696,0.004372122,0.0003081125,0.0002376289,0.01714111],"genre_scores_gemma":[0.00003017085,0.993899,0.0003598673,0.000440316,0.0004236887,0.0002271505,0.0004797564,0.00007991824,0.004060118],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9868465,"threshold_uncertainty_score":0.9998835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04282894158420771,"score_gpt":0.3484754991114404,"score_spread":0.3056465575272327,"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."}}