{"id":"W1986895359","doi":"10.1182/blood-2003-03-0940","title":"Universal prestorage leukoreduction in Canada decreases platelet alloimmunization and refractoriness","year":2003,"lang":"en","type":"article","venue":"Blood","topic":"Blood transfusion and management","field":"Medicine","cited_by":158,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"BC Cancer Agency; Canadian Blood Services","keywords":"Leukoreduction; Medicine; Platelet; Platelet transfusion; Internal medicine; Surgery; Immunology; Gastroenterology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00004987872,0.00006629472,0.0001007711,0.00005986399,0.00002698072,0.000005745444,0.00002110181,0.00002543835,0.00006419463],"category_scores_gemma":[0.00003164929,0.00006438322,0.000008766539,0.0001336972,0.00001097327,0.00005727945,0.000008011592,0.00006786114,7.594546e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007548447,"about_ca_system_score_gemma":0.0002986334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4425247,"about_ca_topic_score_gemma":0.4406924,"domain_scores_codex":[0.9995506,0.0000265738,0.00009623487,0.0001207486,0.0001067162,0.0000990786],"domain_scores_gemma":[0.9997696,0.00001212454,0.00002058006,0.0001092973,0.00002288089,0.00006556211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005895296,0.00431435,0.9127469,0.0007693992,0.0006127036,0.002510336,0.001468567,0.000282756,0.02998713,0.01792606,0.003028786,0.02576349],"study_design_scores_gemma":[0.01994644,0.0002635393,0.7844235,0.0002293392,0.0004459068,0.0004017472,0.002804752,0.0000868253,0.04777769,0.00009218395,0.143114,0.0004140947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960484,0.0002500457,0.00003924,0.0001647098,0.0001060639,0.000199672,0.000001101932,0.00001708428,0.003173677],"genre_scores_gemma":[0.9989942,0.0003189855,0.000184977,0.00009633251,0.00001571548,0.000004587755,0.00001560136,0.000008415122,0.0003611598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1400852,"threshold_uncertainty_score":0.5695135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007136779557662425,"score_gpt":0.1934517847907639,"score_spread":0.1863150052331015,"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."}}