{"id":"W1585625662","doi":"10.1111/trf.12508","title":"The use of an objective structured clinical examination to assess internal medicine residents' transfusion knowledge","year":2013,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Transfusion medicine; Medicine; Objective structured clinical examination; Blood transfusion; Family medicine; Emergency medicine; Internal medicine; Medical education","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":[0.004580073,0.0003369682,0.0002814007,0.001683233,0.0002417255,0.0004795808,0.0002996192,0.000409811,0.001322411],"category_scores_gemma":[0.01835138,0.0002259829,0.0002879792,0.0005562477,0.0005987184,0.0005932915,0.0007616665,0.000408371,0.0002858074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004029352,"about_ca_system_score_gemma":0.001111711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008026207,"about_ca_topic_score_gemma":0.00185425,"domain_scores_codex":[0.9974049,0.001062793,0.0004110151,0.0001609701,0.0007490498,0.0002112315],"domain_scores_gemma":[0.9831294,0.00587151,0.005948066,0.0005804702,0.003330332,0.001140288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002275292,0.0006406307,0.9748058,0.00007692727,0.00004051421,0.0001293677,0.0008225444,0.0001128767,0.001783446,0.00003899488,0.0002861519,0.02103523],"study_design_scores_gemma":[0.00003874555,0.002194122,0.9936918,0.00004784085,0.00002171502,0.0006423898,0.0009228244,0.0005291393,0.001356556,0.0000367477,0.0005053915,0.00001284211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979668,0.00009306562,0.0005643052,0.00006358324,0.00001188788,0.0001534401,0.00004578974,0.000007453735,0.001093717],"genre_scores_gemma":[0.9956229,0.0001488878,0.003478719,0.00005996885,0.0000183109,0.0001397984,0.0001153343,0.000001987266,0.0004141568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004580073,"threshold_uncertainty_score":0.02422202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08302687390358073,"score_gpt":0.3665977635668009,"score_spread":0.2835708896632202,"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."}}