{"id":"W4415885057","doi":"10.1111/trf.18477","title":"Development and validation of a pediatric transfusion medicine education assessment tool","year":2025,"lang":"en","type":"article","venue":"Transfusion","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Toronto; University Health Network; BC Children's Hospital; The Wilson Centre; Sunnybrook Health Science Centre; University of British Columbia","funders":"Canadian Blood Services; BC Children's Hospital","keywords":"Transfusion medicine; Blueprint; Curriculum; Test (biology); Pediatric Medicine; MEDLINE; Educational measurement","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0331694,0.0007740676,0.0009404226,0.003725639,0.0007012138,0.001898236,0.002125722,0.001195564,0.001937816],"category_scores_gemma":[0.07688721,0.000489834,0.002133347,0.001735625,0.0008061812,0.002250637,0.002345534,0.001746533,0.000976623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00208142,"about_ca_system_score_gemma":0.008435426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001497417,"about_ca_topic_score_gemma":0.002268933,"domain_scores_codex":[0.9751205,0.008654355,0.005189613,0.001342168,0.008935945,0.0007573961],"domain_scores_gemma":[0.923274,0.03368532,0.007413038,0.002922241,0.03113486,0.001570471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006835052,0.002282376,0.3734611,0.001193549,0.0002436574,0.0003526491,0.003595164,0.006172121,0.007017791,0.002402098,0.009164725,0.5934313],"study_design_scores_gemma":[0.0005661749,0.006256076,0.8327351,0.003195567,0.0004681658,0.002142244,0.005361173,0.06829575,0.03056663,0.004049117,0.04602743,0.0003366824],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7772803,0.0007867114,0.185252,0.002041762,0.0005625355,0.01786853,0.003224215,0.001645213,0.0113388],"genre_scores_gemma":[0.4764727,0.0006030635,0.5001941,0.0004486695,0.00007122735,0.01713813,0.003352544,0.0001199988,0.001599535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0331694,"threshold_uncertainty_score":0.1754187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050417637895943,"score_gpt":0.322622916908954,"score_spread":0.3021187405299946,"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."}}