{"id":"W2023438928","doi":"10.1111/j.1537-2995.2008.01836.x","title":"Implementation of buffy coat platelet component production: comparison to platelet‐rich plasma platelet production","year":2008,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of British Columbia","funders":"","keywords":"Buffy coat; Platelet; Blood component; Leukoreduction; Whole blood; Platelet-rich plasma; Andrology; Chemistry; Medicine; Immunology; Emergency medicine","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":[0.00442615,0.000625792,0.0003288212,0.0008064213,0.0004926053,0.001563654,0.001503601,0.0006835903,0.001803955],"category_scores_gemma":[0.006370104,0.0002454053,0.0004450502,0.0009979388,0.0006273868,0.0006640137,0.0008858374,0.000830642,0.0004415445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002063198,"about_ca_system_score_gemma":0.001909108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009162304,"about_ca_topic_score_gemma":0.004969054,"domain_scores_codex":[0.9938261,0.001005049,0.0005092503,0.0007005588,0.003641203,0.0003179333],"domain_scores_gemma":[0.9953671,0.001143394,0.0007703106,0.0006123765,0.001862921,0.0002439708],"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":[0.01027932,0.003109945,0.06195938,0.003010225,0.0004100435,0.0007482085,0.001778899,0.0041876,0.5206849,0.001392461,0.001803844,0.3906352],"study_design_scores_gemma":[0.0006945214,0.02790147,0.2541808,0.0004573196,0.0006470571,0.001704465,0.000567819,0.006190057,0.6740199,0.0003193787,0.03322424,0.00009294326],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9729061,0.00394881,0.01395366,0.000289295,0.0001122627,0.0007984408,0.0006964346,0.0003840442,0.00691094],"genre_scores_gemma":[0.9595012,0.003035791,0.03128236,0.0002271014,0.00006902977,0.0003352854,0.003393812,0.00009233135,0.002063032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009162304,"threshold_uncertainty_score":0.023408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03462090276263548,"score_gpt":0.2999357111330537,"score_spread":0.2653148083704183,"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."}}