{"id":"W1826156929","doi":"10.1111/trf.13341","title":"Introduction of a closed‐system cell processor for red blood cell washing: postimplementation monitoring of safety and efficacy","year":2015,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; Canadian Blood Services; University of Alberta","funders":"Canadian Blood Services","keywords":"Medicine; Adverse effect; Hemoglobin; Red blood cell; Clinical endpoint; Blood product; Blood transfusion; Emergency medicine; Anesthesia; Internal medicine; Surgery; Clinical trial","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00488704,0.0003226653,0.0004274429,0.0004448629,0.00046867,0.0006803212,0.0005192573,0.0004996234,0.001549935],"category_scores_gemma":[0.01358355,0.0002777967,0.0004826491,0.0003472033,0.0004418548,0.0005928006,0.0005493477,0.0008895327,0.0002080949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001300025,"about_ca_system_score_gemma":0.002452296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003427594,"about_ca_topic_score_gemma":0.003528569,"domain_scores_codex":[0.9958881,0.001605687,0.0004787931,0.000363039,0.001156138,0.0005083882],"domain_scores_gemma":[0.9813288,0.005197974,0.007840013,0.0009840375,0.002949511,0.001699627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01028359,0.01836002,0.8436847,0.0004302725,0.0002182395,0.0002828455,0.002532081,0.0003826671,0.007741509,0.00007346981,0.0006390517,0.1153715],"study_design_scores_gemma":[0.0005438005,0.06963404,0.9203129,0.00007539291,0.0001809339,0.000180289,0.0007641854,0.0005892111,0.006584732,0.00003196437,0.001074756,0.00002779452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992,0.00004156638,0.0001920381,0.00004057736,0.00000588645,0.0002161359,0.00005985267,0.00001150267,0.0002324116],"genre_scores_gemma":[0.9985171,0.00004893389,0.000715562,0.00006719805,0.00001519773,0.0002411377,0.0001233024,0.000003711699,0.0002678533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00488704,"threshold_uncertainty_score":0.02584547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02337115836161116,"score_gpt":0.2754860274007728,"score_spread":0.2521148690391617,"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."}}