{"id":"W4223588067","doi":"10.1111/vox.13283","title":"Current status of rapid bacterial detection methods for platelet components: A 20‐year review by the <scp>ISBT</scp> Transfusion‐Transmitted Infectious Diseases Working Party Subgroup on Bacteria","year":2022,"lang":"en","type":"review","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Ottawa","funders":"","keywords":"Medicine; Platelet transfusion; Residual risk; Microbiological culture; Platelet; Immunology; Bacteria; Biology; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001179485,0.0008420002,0.002965316,0.0003576578,0.0003514325,0.0000540116,0.0003775012,0.0002511149,0.001317329],"category_scores_gemma":[0.0004227177,0.0005848319,0.001718056,0.0009278397,0.0001220437,0.00006034834,0.00008661631,0.0008859137,0.00001449722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002316592,"about_ca_system_score_gemma":0.0002187815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007286872,"about_ca_topic_score_gemma":0.00002047109,"domain_scores_codex":[0.9945951,0.001560824,0.001544992,0.0009105561,0.0006098527,0.0007787403],"domain_scores_gemma":[0.996249,0.001707307,0.0007198246,0.0008681203,0.00009446473,0.0003613516],"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":[0.0001301952,0.0007729102,0.000006012785,0.04474446,0.0008179193,0.000005686049,0.0001490606,9.508766e-8,0.0002172751,0.00002407385,0.008443306,0.944689],"study_design_scores_gemma":[0.002958396,0.001006874,0.00005484305,0.02103741,0.007266648,0.00002871537,0.00004437807,0.000004574769,0.000101935,0.00001358964,0.967252,0.0002307072],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003062908,0.9836078,0.001954651,0.00008301683,0.003168517,0.009064334,0.001247882,0.0001983087,0.0003691677],"genre_scores_gemma":[0.00007289075,0.9923137,0.0003239339,0.0004038879,0.0004264986,0.002638502,0.003577943,0.0001708689,0.0000717292],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9588086,"threshold_uncertainty_score":0.9996603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05880011140756172,"score_gpt":0.3576381877144507,"score_spread":0.298838076306889,"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."}}