{"id":"W2147611136","doi":"10.1111/j.1537-2995.2007.01157.x","title":"Documenting a transfusion: how well is it done?","year":2007,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Public Health Agency of Canada; Regional Municipality of Niagara; University of Ottawa","funders":"","keywords":"Documentation; Medicine; Transfusion medicine; Chart; Blood transfusion; Medical record; Medical emergency; Retrospective cohort study; Emergency medicine; MEDLINE; Intensive care medicine; Surgery; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008231017,0.0003406102,0.0004333868,0.0003091421,0.0002774619,0.00005428149,0.0001586947,0.0002170431,0.005246887],"category_scores_gemma":[0.000007825646,0.000294849,0.0003552354,0.0005029083,0.00007535026,0.000179075,0.00002518083,0.0004210269,0.0002795515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005760121,"about_ca_system_score_gemma":0.00004016336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002641432,"about_ca_topic_score_gemma":0.0005513507,"domain_scores_codex":[0.9974582,0.00003526351,0.0004551661,0.0006200489,0.0007725992,0.0006587818],"domain_scores_gemma":[0.9989304,0.00005519518,0.00005224648,0.0004952324,0.0000919982,0.0003749578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003941981,0.002855789,0.0127309,0.001664689,0.000588374,0.001364422,0.01713464,0.000004177838,0.5619349,0.002903666,0.07039182,0.3244846],"study_design_scores_gemma":[0.01032926,0.0006664661,0.01461767,0.0004650461,0.0006629225,0.0001778257,0.002934929,0.00008970136,0.146667,0.0001148598,0.8226896,0.0005847086],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6639165,0.0003772046,0.05693159,0.07128426,0.0008169231,0.002098531,0.000006918873,0.0004192733,0.2041488],"genre_scores_gemma":[0.9551058,0.003905226,0.002232814,0.009920908,0.0003217937,0.00002451151,0.00002836509,0.00007133937,0.02838924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7522978,"threshold_uncertainty_score":0.9999503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01935889954953423,"score_gpt":0.2760876680763165,"score_spread":0.2567287685267822,"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."}}