{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004264187,0.00012804,0.0003078759,0.0001315254,0.00005168506,0.000005782131,0.00004884358,0.00006771424,0.0000112428],"category_scores_gemma":[0.00001921349,0.0001143728,0.00007030881,0.0001758433,0.00002516791,0.00008130468,0.00001140676,0.00007560052,7.18356e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002840051,"about_ca_system_score_gemma":0.0000451514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006876465,"about_ca_topic_score_gemma":0.000005896316,"domain_scores_codex":[0.9988011,0.00003307715,0.0004713487,0.0002596534,0.0002887746,0.0001461054],"domain_scores_gemma":[0.9993309,0.00003401192,0.0001290026,0.0001730866,0.0002261979,0.0001068294],"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":[0.005756241,0.001357959,0.004087788,0.006962033,0.00009133467,0.000002628543,0.006038443,0.00007946741,0.9592257,0.0002422817,0.000529085,0.01562707],"study_design_scores_gemma":[0.02168703,0.002068511,0.008153035,0.0002468632,0.0009766342,0.00001058501,0.004336715,0.0002024172,0.9585273,0.00001316301,0.003640914,0.0001368498],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894177,0.0002036998,0.005910768,0.001040393,0.00025014,0.001908742,0.00001624735,0.00005791246,0.001194437],"genre_scores_gemma":[0.9940224,0.0003269891,0.005119047,0.000009885563,0.0002070932,0.00002545132,0.00005421484,0.00002212267,0.0002127752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01593079,"threshold_uncertainty_score":0.4663986,"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."}}