{"id":"W2482514046","doi":"10.1111/vox.12427","title":"Bacterial survival and distribution during buffy coat platelet production","year":2016,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Canadian Blood Services","funders":"Canadian Blood Services","keywords":"Buffy coat; Staphylococcus epidermidis; Bacteria; Microbiology; Platelet; Flow cytometry; Klebsiella pneumoniae; Escherichia coli; Biology; Apheresis; Contamination; Whole blood; Plateletpheresis; Staphylococcus aureus; Andrology; Food science; Immunology; Medicine; Biochemistry","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":[0.0004056266,0.0002248567,0.0002328408,0.000331569,0.0003206729,0.0009454474,0.0002351569,0.0002511233,0.001069017],"category_scores_gemma":[0.001065997,0.0001617428,0.0001591421,0.0003880844,0.0002707544,0.0002737525,0.0003414469,0.0003547266,0.0003511347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007783666,"about_ca_system_score_gemma":0.001040282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02703305,"about_ca_topic_score_gemma":0.01580693,"domain_scores_codex":[0.9992417,0.00009039636,0.00004224829,0.0000984662,0.000343871,0.0001832164],"domain_scores_gemma":[0.9993144,0.0001256396,0.0001465976,0.00004067939,0.0002765668,0.00009605225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001628667,0.00006543433,0.03766601,0.00009560245,0.00002030118,0.000205595,0.0005307781,0.0001185321,0.9488717,0.00006723535,0.0002471452,0.0104831],"study_design_scores_gemma":[0.00001580441,0.001619837,0.4991917,0.00003495347,0.00007205173,0.0005516742,0.0007038784,0.0010369,0.4944421,0.00004177853,0.002265372,0.00002400288],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974326,0.000553645,0.000746331,0.00003777578,0.000005659878,0.00002017954,0.0002385598,0.00002153346,0.0009435579],"genre_scores_gemma":[0.9972784,0.0003000697,0.0007878601,0.00004223498,0.000006670855,0.00001836601,0.0005466284,0.000009943858,0.001009905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02703305,"threshold_uncertainty_score":0.05375141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01177451036799158,"score_gpt":0.2328703628641407,"score_spread":0.2210958524961491,"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."}}