{"id":"W3103143102","doi":"10.1111/trf.16184","title":"Buffy coat platelets coming to <scp>America</scp>: Are we ready?","year":2020,"lang":"en","type":"review","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of British Columbia","funders":"","keywords":"Buffy coat; Apheresis; Population; Business; General partnership; Licensure; Medicine; Platelet; Immunology; Environmental health; Finance; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001979427,0.0008521326,0.003185745,0.0004094883,0.000179991,0.00005023274,0.0003759492,0.0004823772,0.0002903102],"category_scores_gemma":[0.00006388814,0.0006896168,0.0008232236,0.0009938107,0.00006208209,0.00006001965,0.0001028241,0.001064976,0.001410935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001408979,"about_ca_system_score_gemma":0.0001753469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000108793,"about_ca_topic_score_gemma":0.00004465956,"domain_scores_codex":[0.9964195,0.0001610437,0.000961013,0.001091749,0.0007406163,0.000626112],"domain_scores_gemma":[0.9979314,0.0002466711,0.0002192404,0.0007441808,0.00008013001,0.0007783878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003236691,0.000236018,0.000002631677,0.02195357,0.0002954077,0.0007999145,0.0007114195,9.62509e-7,0.00005886891,0.00007678093,0.03160938,0.9442227],"study_design_scores_gemma":[0.00122788,0.0004564588,0.000008789811,0.02340399,0.002969014,0.0001535968,0.0003228801,0.00000890238,0.00004254708,0.000005754221,0.9711351,0.0002650585],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004107731,0.9767825,0.002427654,0.003913004,0.0006641377,0.004591082,0.0001142738,0.0004651792,0.0110011],"genre_scores_gemma":[0.00002127169,0.9922945,0.0008103231,0.002485384,0.0003961847,0.0002275617,0.0003007744,0.0001968016,0.003267132],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9439576,"threshold_uncertainty_score":0.9995555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06902494227523313,"score_gpt":0.3297003013990945,"score_spread":0.2606753591238614,"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."}}