{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001826507,0.0003018588,0.0001749285,0.001466095,0.000500026,0.001059552,0.0002954356,0.0003851396,0.002492756],"category_scores_gemma":[0.006408228,0.0001549603,0.0001278651,0.00230298,0.000693425,0.0006040973,0.000666292,0.0002538046,0.0001470426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007285557,"about_ca_system_score_gemma":0.001575798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003020389,"about_ca_topic_score_gemma":0.00322883,"domain_scores_codex":[0.9983057,0.0007713031,0.0002797362,0.0001283769,0.0003874001,0.0001274302],"domain_scores_gemma":[0.9946337,0.001522621,0.002975536,0.0000597135,0.0006336406,0.0001748212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003249762,0.0002026259,0.7415395,0.01222208,0.0001118659,0.005440352,0.01423192,0.0002149303,0.004684696,0.001668835,0.003992054,0.2153661],"study_design_scores_gemma":[0.00004420395,0.001421366,0.8354037,0.01500889,0.0002250847,0.02023968,0.05477154,0.0003486716,0.005509425,0.001690318,0.06528588,0.00005131828],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9058613,0.07928979,0.0007275332,0.003004405,0.0001373133,0.0002258186,0.0006890532,0.00001243904,0.01005232],"genre_scores_gemma":[0.9397962,0.0573306,0.001467277,0.000693797,0.00007814072,0.00005193042,0.0001789107,0.000002621727,0.0004004748],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003020389,"threshold_uncertainty_score":0.009659648,"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."}}