{"id":"W2943580687","doi":"10.1111/vox.12782","title":"The impact of red blood cell manufacturing variables on bacterial growth dynamics: a pilot study","year":2019,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec; Canadian Blood Services; University of Ottawa","funders":"Health Canada; Canadian Blood Services; Australian Government","keywords":"Staphylococcus epidermidis; Bacterial growth; Yersinia enterocolitica; Bacteria; Microbiology; Klebsiella pneumoniae; Yersiniosis; Biology; Filtration (mathematics); Propionibacterium; Yersinia; Red blood cell; Enterobacteriaceae; Staphylococcus aureus; Escherichia coli; Immunology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001736555,0.0008612112,0.0007888392,0.0003360959,0.0004615865,0.0006843784,0.0006611286,0.0005674281,0.00133809],"category_scores_gemma":[0.001576389,0.000263496,0.0007782539,0.0003821135,0.0004677332,0.0002755559,0.0004909956,0.0005576034,0.0002624965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009500604,"about_ca_system_score_gemma":0.001165825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006739701,"about_ca_topic_score_gemma":0.007373629,"domain_scores_codex":[0.9986203,0.0003832851,0.0001172941,0.000272154,0.0004302311,0.0001768358],"domain_scores_gemma":[0.9971126,0.001038302,0.0006073117,0.0002726613,0.0007822037,0.0001868028],"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":[0.01346048,0.01720313,0.01982805,0.0004422678,0.000126982,0.0002194518,0.0004921886,0.001382622,0.9243487,0.0000545913,0.0001993187,0.02224229],"study_design_scores_gemma":[0.000442695,0.2954678,0.09591601,0.00002851402,0.0004883434,0.0002765832,0.0004107725,0.0031813,0.602061,0.00004312006,0.001615233,0.00006874872],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988155,0.00008776123,0.0006086085,0.000008682647,0.000006737417,0.0002197405,0.0001190963,0.000008357914,0.000125383],"genre_scores_gemma":[0.9902025,0.0003340318,0.007310872,0.00006077685,0.00002080166,0.0004498289,0.0004683303,0.00001504212,0.001137848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006739701,"threshold_uncertainty_score":0.01340097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01032509322092334,"score_gpt":0.2454841274712047,"score_spread":0.2351590342502813,"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."}}