{"id":"W3016003578","doi":"10.1111/vox.12917","title":"Trends in platelet distributions from 2008 to 2017: a survey of twelve national and regional blood collectors","year":2020,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Apheresis; Buffy coat; Platelet; Medicine; Blood collection; Plateletpheresis; Platelet transfusion; Internal medicine; Immunology; Emergency medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002394239,0.0001776938,0.0002937515,0.0012893,0.0003269051,0.0006567664,0.0005005109,0.0002915073,0.000949754],"category_scores_gemma":[0.003460076,0.0002369209,0.0004400151,0.002435534,0.0002872865,0.0006029865,0.0007699457,0.0004315243,0.0004682385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001056028,"about_ca_system_score_gemma":0.001153751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02071114,"about_ca_topic_score_gemma":0.01903004,"domain_scores_codex":[0.9986098,0.0003493343,0.0002045431,0.0003105717,0.0003617071,0.0001641086],"domain_scores_gemma":[0.9945767,0.0004361346,0.003070307,0.0002164494,0.001299881,0.0004004399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003806013,0.0000106741,0.994532,0.00004344079,0.0000420614,0.00003526888,0.00047276,0.00002893593,0.0002081105,0.00001569531,0.0005586823,0.004014256],"study_design_scores_gemma":[0.000002926776,0.00005848747,0.9965275,0.00003264371,0.00003163671,0.0003034477,0.0009115966,0.00009990165,0.0001435087,0.000007471909,0.001874751,0.000006190951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995147,0.001397803,0.0003263527,0.0001980156,0.00001007473,0.00002811307,0.001994804,0.00003224348,0.0008655461],"genre_scores_gemma":[0.9949722,0.001457482,0.0007096941,0.0002083624,0.00002508056,0.00006407355,0.00212374,0.00001385039,0.0004254018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02071114,"threshold_uncertainty_score":0.04118121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06134641337057316,"score_gpt":0.299122217019928,"score_spread":0.2377758036493549,"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."}}