{"id":"W2616095389","doi":"10.1111/vox.12496","title":"Development of RBC transfusion indications and the collection of patient‐specific pre‐transfusion information: summary","year":2017,"lang":"en","type":"letter","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University Health Network; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Blood transfusion; Intensive care medicine; Medical emergency; Surgery","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":[0.002626254,0.0004445655,0.0006797995,0.0005829806,0.001609052,0.002815079,0.0009826954,0.01825744,0.003312182],"category_scores_gemma":[0.02350541,0.0004316821,0.0006269792,0.0005930382,0.001762522,0.002550204,0.0009077486,0.02087353,0.001999571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003489998,"about_ca_system_score_gemma":0.004363892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003841742,"about_ca_topic_score_gemma":0.00563775,"domain_scores_codex":[0.9964259,0.001372961,0.0008250818,0.0003464789,0.000604961,0.0004246318],"domain_scores_gemma":[0.9869544,0.007591709,0.00142186,0.0003395304,0.002181008,0.001511522],"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":[0.0001362647,0.0001519062,0.02585426,0.0004101791,0.00005691361,0.06238591,0.001023585,0.0004154241,0.0007966871,0.01290404,0.8413864,0.05447843],"study_design_scores_gemma":[0.0001118492,0.0002457096,0.01882504,0.003239223,0.000102188,0.1090823,0.003117707,0.001810105,0.001190171,0.02385322,0.8382569,0.0001656008],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001765938,0.002867643,0.0001996239,0.9873312,0.003851914,0.000009502266,0.00003808112,0.00001000039,0.003926042],"genre_scores_gemma":[0.06380646,0.01587961,0.001199745,0.7992439,0.1117823,0.00006581776,0.0002068874,0.00004194618,0.007773389],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01825744,"threshold_uncertainty_score":0.02532184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01236168769008703,"score_gpt":0.2325704166060321,"score_spread":0.2202087289159451,"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."}}