{"id":"W2595391182","doi":"10.1111/trf.14005","title":"Blood transfusion knowledge of surgical residents: is an educational intervention effective?","year":2017,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Blood transfusion; Knowledge retention; Intervention (counseling); Family medicine; Emergency medicine; Surgery; Nursing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004955598,0.0002273156,0.0004106976,0.000213806,0.000384183,0.00004169879,0.0002713626,0.0001690285,0.002248095],"category_scores_gemma":[0.00002207269,0.0001996435,0.0003634081,0.0001144662,0.0001584719,0.0003145695,0.00003774677,0.000243342,0.00004951121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003081878,"about_ca_system_score_gemma":0.00005993292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00132791,"about_ca_topic_score_gemma":0.0006385875,"domain_scores_codex":[0.9983146,0.0001235495,0.0004697741,0.0004891011,0.0003638108,0.0002391961],"domain_scores_gemma":[0.9986385,0.00005388708,0.0001189841,0.0007792325,0.0001902362,0.0002191393],"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":[0.007298056,0.031253,0.119942,0.004414559,0.0009933318,0.0001467875,0.01336159,0.000003381344,0.2449173,0.01028543,0.002385436,0.5649991],"study_design_scores_gemma":[0.02133431,0.002545333,0.854475,0.001533744,0.001197624,0.0001270202,0.0002900711,0.0001369389,0.1084698,0.000773075,0.008741344,0.0003756909],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777376,0.0004283004,0.0005634126,0.004045837,0.0004865095,0.001335121,0.00001691352,0.00006110851,0.01532519],"genre_scores_gemma":[0.994247,0.002647505,0.0002467384,0.00006876711,0.0002112945,0.00007098018,0.00005124679,0.00003336691,0.00242311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.734533,"threshold_uncertainty_score":0.998664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01864075902367941,"score_gpt":0.3297889090654985,"score_spread":0.3111481500418191,"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."}}