{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004173363,0.0006770803,0.0005163151,0.001048371,0.0003164659,0.001538352,0.001343215,0.0006116863,0.001038962],"category_scores_gemma":[0.008715008,0.0003208209,0.0003655895,0.0006258556,0.00026595,0.0007975431,0.0008522662,0.0005919357,0.0003350929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001657533,"about_ca_system_score_gemma":0.002522597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005578103,"about_ca_topic_score_gemma":0.005272866,"domain_scores_codex":[0.9971465,0.0007338958,0.0003230076,0.0004481295,0.00118768,0.0001608045],"domain_scores_gemma":[0.9933845,0.002010549,0.001162245,0.000611014,0.002555956,0.000275579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003798458,0.001312645,0.2483898,0.0003644573,0.0001200677,0.000318046,0.0004577011,0.03547598,0.1125251,0.0009533089,0.003675841,0.5926085],"study_design_scores_gemma":[0.0008598558,0.008700995,0.1619769,0.0001767061,0.0005796148,0.002822634,0.0002395359,0.5611344,0.2389725,0.001443716,0.02285648,0.0002366695],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.812529,0.001135023,0.1765733,0.001037905,0.00007342687,0.0008570271,0.0005542797,0.003577694,0.003662301],"genre_scores_gemma":[0.7784138,0.0002282077,0.2194183,0.0002474629,0.00004479382,0.0002511257,0.000509356,0.00006691544,0.0008200463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005578103,"threshold_uncertainty_score":0.02207112,"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."}}