{"id":"W2148477643","doi":"10.1111/j.1537-2995.2005.04234.x","title":"In vitro evaluation of prestorage pooled leukoreduced whole blood–derived platelets stored for up to 7 days","year":2005,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Canadian Blood Services","funders":"McMaster University; Hamilton Health Sciences","keywords":"Platelet; Leukoreduction; Plateletpheresis; Blood product; Blood bank; Animal science; Blood preservation; Transfusion medicine; Andrology; Apheresis; Biology; Chemistry; Food science; Immunology; Medicine; Blood transfusion; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007684833,0.000184068,0.0003859124,0.0003060308,0.00005242992,0.000007990365,0.0001027977,0.0001152929,0.0003040567],"category_scores_gemma":[0.00004862053,0.0001737146,0.0001321755,0.0002698988,0.00002359014,0.0001206325,0.00001443316,0.0001233624,0.00001764271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009386826,"about_ca_system_score_gemma":0.0001101383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001477877,"about_ca_topic_score_gemma":0.0002862303,"domain_scores_codex":[0.9982322,0.00007759384,0.0004427754,0.0003752582,0.0005991894,0.000272981],"domain_scores_gemma":[0.9992558,0.00003779678,0.00005296872,0.0003161103,0.0001902198,0.0001470734],"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":[0.002091209,0.0005484298,0.00002022871,0.0001377228,0.00006611343,0.00000439829,0.002999474,0.0005030255,0.9470672,0.00004071516,0.0006360557,0.04588541],"study_design_scores_gemma":[0.01911497,0.0004527712,0.003623962,0.0001458886,0.0008248119,0.000006853155,0.0002748225,0.002539359,0.9650603,0.0000319264,0.007741889,0.0001824693],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880164,0.0001480405,0.001811832,0.004871821,0.0002702356,0.003945786,0.00002337503,0.00005455384,0.000857971],"genre_scores_gemma":[0.9957409,0.00006900493,0.002234612,0.0006511398,0.0001129418,0.0002828515,0.00008130896,0.0000339293,0.0007933216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04570295,"threshold_uncertainty_score":0.7083875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03369570056542138,"score_gpt":0.3093472551684937,"score_spread":0.2756515546030723,"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."}}