{"id":"W4405690883","doi":"10.1111/trf.18113","title":"Eliminating leukocyte reduction for whole blood: Is it premature to consider this paradigm‐changing practice?","year":2024,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Toronto","funders":"National Center for Advancing Translational Sciences","keywords":"Context (archaeology); Intensive care medicine; Premise; Medicine; Harm; Resuscitation; Clinical trial; Randomized controlled trial; Psychology; Surgery; Social psychology; Epistemology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.04166333,0.00148115,0.003976836,0.002004107,0.005000161,0.008603656,0.01049923,0.05503152,0.004565268],"category_scores_gemma":[0.1942774,0.001408421,0.003145478,0.001698986,0.01771365,0.01801718,0.003885545,0.09079447,0.00556432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006970331,"about_ca_system_score_gemma":0.01323638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005536149,"about_ca_topic_score_gemma":0.008808273,"domain_scores_codex":[0.9673492,0.01437517,0.005344961,0.003861414,0.007649161,0.001420047],"domain_scores_gemma":[0.7756777,0.16452,0.01162809,0.00398428,0.03668794,0.00750186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001460437,0.00003770264,0.0001395519,0.00127605,0.0001220953,0.0003736305,0.0006144712,0.0001002217,0.0001223766,0.006386303,0.9713173,0.01936419],"study_design_scores_gemma":[0.000181928,0.0001649376,0.0002697425,0.004408321,0.0001767133,0.0006826588,0.001125628,0.0003488578,0.0003658593,0.02644824,0.96562,0.000206994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006034468,0.01035627,0.0002396973,0.936792,0.05228771,0.0000077969,0.00002004786,0.00002088862,0.0002152384],"genre_scores_gemma":[0.0009597093,0.00576353,0.0004275625,0.9118565,0.08055639,0.00002480597,0.000007171601,0.00003754559,0.0003667962],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05503152,"threshold_uncertainty_score":0.2203394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03161912050626372,"score_gpt":0.3295986214689812,"score_spread":0.2979795009627175,"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."}}