{"id":"W4376223988","doi":"10.1111/vox.13440","title":"Proof of concept for detection of staphylococcal enterotoxins in platelet concentrates as a novel safety mitigation strategy","year":2023,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Platelet Disorders and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Ottawa","funders":"Health Canada; Canadian Blood Services","keywords":"Staphylococcus aureus; Microbiology; Enterotoxin; Exotoxin; Blot; Biology; Tryptic soy broth; Toxin; Molecular biology; Gene; Bacteria; Escherichia coli; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001008456,0.0001193806,0.0003512613,0.0001408191,0.00002410169,0.00000473809,0.000042728,0.00009943976,0.00003632147],"category_scores_gemma":[0.00008396432,0.000107234,0.00009404232,0.0003388654,0.00008092132,0.00005819403,0.00001114167,0.00006579884,0.000003341405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004276932,"about_ca_system_score_gemma":0.00008798309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002175814,"about_ca_topic_score_gemma":0.000105296,"domain_scores_codex":[0.9990537,0.0000165818,0.0003859577,0.0001873017,0.0001497743,0.000206743],"domain_scores_gemma":[0.9994943,0.00008841904,0.0001463524,0.0001204171,0.00009778377,0.00005271601],"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":[0.00357069,0.001920068,0.01806906,0.0008275667,0.000536183,0.0001631318,0.004087013,0.0005790273,0.8793416,0.0008804386,0.0002812563,0.08974398],"study_design_scores_gemma":[0.008417347,0.001605974,0.03004514,0.0001872939,0.00004597176,0.00001834668,0.001115549,0.002047738,0.9555474,0.0004293906,0.0004368844,0.000102993],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971107,0.000123552,0.0004770076,0.00009112663,0.00006631028,0.001416839,0.0002995995,0.00002961758,0.0003852],"genre_scores_gemma":[0.9993638,0.00002007558,0.00010648,0.00002441385,0.0000218828,0.0001074757,0.0002491615,0.00001629548,0.00009034897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08964099,"threshold_uncertainty_score":0.4372874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02005025696248471,"score_gpt":0.2924042619242343,"score_spread":0.2723540049617496,"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."}}