{"id":"W3121463737","doi":"10.1111/trf.16262","title":"Bacterial contamination of blood products in Africa","year":2021,"lang":"en","type":"review","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"National Heart, Lung, and Blood Institute","keywords":"Contamination; Medicine; Epidemiology; Blood transfusion; Blood culture; Environmental health; Surgery; Internal medicine; Biology; Antibiotics; Microbiology","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":[0.0003210083,0.0002766868,0.001679154,0.0003643754,0.00002010714,0.000007957687,0.00009332087,0.0002653308,0.0006131349],"category_scores_gemma":[0.00004061748,0.0002265194,0.000318628,0.0006900795,0.00003193864,0.00003864566,0.00002279045,0.0003027264,0.00001471082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003338315,"about_ca_system_score_gemma":0.0002719737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004312696,"about_ca_topic_score_gemma":0.00004294496,"domain_scores_codex":[0.9981453,0.0001501555,0.0007310144,0.0004469366,0.0003192671,0.0002072855],"domain_scores_gemma":[0.9992951,0.00004302531,0.0001210952,0.0003751531,0.0001035699,0.00006210992],"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":[0.00004296717,0.001078392,0.000003342241,0.04154496,0.0001819766,0.0001287242,0.0003527092,4.106316e-8,0.000682599,0.0002420512,0.000174302,0.955568],"study_design_scores_gemma":[0.002199248,0.0002390388,0.00004096101,0.02461351,0.003732137,0.0000468403,0.00003069632,4.161566e-7,0.000468405,0.000001942733,0.9684463,0.0001804911],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003540615,0.9927087,0.00003651905,0.0001514319,0.0004019424,0.002217825,0.00001692848,0.00003403809,0.004078542],"genre_scores_gemma":[0.0002257024,0.9977535,0.0002825904,0.00001266674,0.0001221995,0.00008946806,0.0003281945,0.00004057631,0.001145094],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.968272,"threshold_uncertainty_score":0.9237192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04822954406838368,"score_gpt":0.2952318414726831,"score_spread":0.2470022974042994,"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."}}