{"id":"W4392960776","doi":"10.1111/trf.17744","title":"Blood transfusion: What if….?","year":2024,"lang":"en","type":"editorial","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blood transfusion; Medicine; Intensive care medicine; Transfusion reaction; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00526423,0.0007997722,0.001526305,0.001517402,0.002185329,0.007365237,0.001566701,0.008299178,0.01410358],"category_scores_gemma":[0.02313497,0.00042895,0.0006802632,0.001990494,0.00556124,0.01137603,0.001465185,0.01019903,0.01057138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0028344,"about_ca_system_score_gemma":0.004100274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007586767,"about_ca_topic_score_gemma":0.005972534,"domain_scores_codex":[0.996693,0.001396427,0.0003481863,0.0003890848,0.0008961958,0.000277113],"domain_scores_gemma":[0.9897023,0.00352796,0.0006514838,0.0002969482,0.004622342,0.001198947],"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":[0.0001183302,0.00007802866,0.0006874474,0.002441512,0.00003007705,0.0002323759,0.0005707134,0.00004715594,0.00009450026,0.01710238,0.6503717,0.3282257],"study_design_scores_gemma":[0.00003992251,0.0000945315,0.001238032,0.009934888,0.00003427941,0.001492811,0.002738542,0.00008858234,0.00008563592,0.03064889,0.9535566,0.00004740513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0003454699,0.3641998,0.000361215,0.5716696,0.0554121,0.00001955852,0.0001004742,0.00004748355,0.007844278],"genre_scores_gemma":[0.006893375,0.5479398,0.00109007,0.3178369,0.1097319,0.0001039027,0.0002146753,0.00006795673,0.01612129],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01410358,"threshold_uncertainty_score":0.04718119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009729587466134573,"score_gpt":0.2613863175990936,"score_spread":0.2516567301329591,"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."}}