{"id":"W4380264279","doi":"10.1503/cmaj.221423","title":"Red blood cell transfusion in sickle cell disease","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Blood groups and transfusion","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Ottawa","funders":"","keywords":"Medicine; Disease; Red blood cell; Blood transfusion; Oxygen delivery; Cell; Red Blood Cell Transfusion; Sickle cell anemia; Transfusion therapy; Red Cell; Intensive care medicine; Pediatrics; Immunology; Internal medicine; Oxygen; Biology; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001164502,0.0001238988,0.000237941,0.0003927656,0.0001780989,0.00003429874,0.000112649,0.0003054656,0.002802064],"category_scores_gemma":[0.0002746739,0.0001136203,0.000142109,0.0006732997,0.00001859777,0.00007996159,0.000007176965,0.001008367,0.000241952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003098844,"about_ca_system_score_gemma":0.002144244,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002082862,"about_ca_topic_score_gemma":0.01796407,"domain_scores_codex":[0.9975444,0.0001118626,0.0004067328,0.0001930227,0.001189058,0.0005548876],"domain_scores_gemma":[0.9969454,0.00008932568,0.00007340988,0.0001098419,0.0001303258,0.002651689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001604958,0.0007495349,0.8430495,0.0001924386,0.00009202772,0.01804458,0.001399468,0.00003508233,0.002611377,0.00006876088,0.1098069,0.02378989],"study_design_scores_gemma":[0.01443303,0.0002931099,0.7883118,0.0004086948,0.0003095804,0.0002095735,0.0006462496,0.001553227,0.0007346931,0.0003735539,0.1923378,0.00038868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944384,0.000221872,0.00001788228,0.04815247,0.0005196489,0.0002091206,0.00002319941,0.00004358925,0.006428192],"genre_scores_gemma":[0.9919679,0.001286667,0.00004153493,0.003820609,0.0007798878,0.000007560117,0.00004632914,0.00002592874,0.002023543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08253095,"threshold_uncertainty_score":0.9999555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005281421322608911,"score_gpt":0.2083305381709627,"score_spread":0.2030491168483538,"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."}}