{"id":"W3096852420","doi":"10.1111/trf.16112","title":"Extension of platelet shelf life with an improved bacterial testing algorithm","year":2020,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Ottawa","funders":"","keywords":"Staphylococcus epidermidis; Apheresis; Klebsiella oxytoca; Medicine; Microbiology; Staphylococcus aureus; Staphylococcus; Klebsiella pneumoniae; Pseudomonas aeruginosa; Colony-forming unit; Bacteria; Biology; Internal medicine; Platelet; Escherichia coli","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001182863,0.0001757446,0.0003561345,0.00005930071,0.00006639204,0.0000111657,0.00007662854,0.00008388086,0.0003510381],"category_scores_gemma":[0.00002675585,0.0001313104,0.00006103486,0.0002852582,0.00004717871,0.00010619,0.00001681885,0.0001756427,0.000008475606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008367404,"about_ca_system_score_gemma":0.00007336694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001863066,"about_ca_topic_score_gemma":0.00002264966,"domain_scores_codex":[0.9988543,0.00003325029,0.0003002248,0.0003706911,0.0002419037,0.0001996519],"domain_scores_gemma":[0.9992245,0.00002449699,0.00005320737,0.0002288377,0.0001183925,0.0003505337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002608804,0.0003833761,0.0002747173,0.000259854,0.00005981915,0.00005848594,0.0009108697,0.00001075902,0.7287048,0.00001975974,0.0000789035,0.2666298],"study_design_scores_gemma":[0.07931217,0.05535164,0.08285621,0.001706097,0.002299675,0.0003132089,0.003162452,0.1817194,0.566276,0.00006095994,0.02499294,0.001949331],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726854,0.00003237975,0.02311563,0.001988671,0.0001193314,0.0008799435,0.00001265944,0.0001924206,0.0009735885],"genre_scores_gemma":[0.9543953,0.0001170054,0.04335638,0.001706868,0.0002675178,0.00001267611,0.00005938484,0.00004642042,0.00003842551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2646805,"threshold_uncertainty_score":0.5354681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02904348487687432,"score_gpt":0.2403477816942683,"score_spread":0.211304296817394,"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."}}