{"id":"W4379375432","doi":"10.1111/vox.13476","title":"Microbiological environmental contamination in the blood supply chain: An international survey by the bacterial subgroup of the <scp>ISBT Transfusion‐Transmitted Infectious Diseases Working Party</scp>","year":2023,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Ottawa","funders":"","keywords":"Medicine; Contamination; Blood transfusion; Virology; Environmental health; Immunology; Biology","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":[0.0007451215,0.0001767597,0.0002171801,0.00009062454,0.0001538975,0.00003779806,0.0003779915,0.0001002667,0.000184152],"category_scores_gemma":[0.0001069851,0.00009226445,0.0001476111,0.0003936543,0.000200229,0.00005795235,0.00004904039,0.0002331428,0.000009664395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002513456,"about_ca_system_score_gemma":0.00002016276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000300948,"about_ca_topic_score_gemma":0.000757587,"domain_scores_codex":[0.9982163,0.0005538217,0.0003415617,0.0002893929,0.0003512838,0.0002476776],"domain_scores_gemma":[0.9990506,0.0004808524,0.00008293804,0.0003125631,0.00001954996,0.00005348014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001207981,0.001655173,0.8957161,0.00002725894,0.0002037768,0.00002762323,0.005375104,0.000005325199,0.08633692,0.00026101,0.003244601,0.007026275],"study_design_scores_gemma":[0.002953276,0.0002467766,0.9777338,0.00004267998,0.0001582922,0.00001971005,0.001169137,0.00004903815,0.003297111,0.00002607376,0.01425142,0.00005271202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960153,0.0001010992,0.00002838619,0.001533044,0.0005300636,0.0009967634,0.0003272923,0.00005709641,0.0004109998],"genre_scores_gemma":[0.9970511,0.0005701925,0.000003706804,0.0009348381,0.0001409875,0.0000956105,0.0009776115,0.00001801693,0.0002080047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08303981,"threshold_uncertainty_score":0.3762435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01407654340554853,"score_gpt":0.2316645948162915,"score_spread":0.2175880514107429,"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."}}