{"id":"W2334691078","doi":"10.1111/trf.13557","title":"Noninvasive pH monitoring for bacterial detection in platelet concentrates","year":2016,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Staphylococcus epidermidis; Buffy coat; Colony-forming unit; Plateletpheresis; Contamination; Chemistry; Bacterial colony; Platelet; Apheresis; Medicine; Chromatography; Staphylococcus aureus; Bacteria; Surgery; Biology; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001257309,0.0001193774,0.0001912423,0.00009481239,0.00005450676,0.000009479022,0.00004110853,0.00008922062,0.0001798539],"category_scores_gemma":[0.00001694092,0.00008223778,0.00007983276,0.0001009234,0.00002536244,0.00009012636,0.000005685838,0.00006518448,0.0000175074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006256893,"about_ca_system_score_gemma":0.00002606582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006892229,"about_ca_topic_score_gemma":0.0001556318,"domain_scores_codex":[0.9991642,0.00001911664,0.0002095076,0.0002443446,0.0001299427,0.0002329499],"domain_scores_gemma":[0.9996698,0.00006762926,0.00002269349,0.0001197368,0.00004159645,0.00007851654],"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":[0.001087291,0.0001042104,0.001516193,0.00007101652,0.00001969727,0.00002264774,0.0002699767,7.166705e-7,0.819198,0.00005885502,0.00002207944,0.1776293],"study_design_scores_gemma":[0.01046103,0.0004416679,0.01284922,0.0003428826,0.00004973589,0.00001735465,0.0001253197,0.00001884287,0.9668468,0.00006912548,0.008657557,0.0001204766],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861897,0.00003804174,0.0101288,0.001187799,0.0007841887,0.001130782,0.000008215558,0.00007676164,0.000455757],"genre_scores_gemma":[0.9980004,0.0009825958,0.0003068053,0.00005701481,0.000269528,0.0001008439,0.000005725314,0.00001998448,0.0002570928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1775088,"threshold_uncertainty_score":0.3353559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01824903143979424,"score_gpt":0.2579674840108599,"score_spread":0.2397184525710657,"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."}}