{"id":"W2119725833","doi":"10.1111/trf.13327","title":"BEST‐TEST2: assessment of hematology trainee knowledge of transfusion medicine","year":2015,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Transfusion medicine; Hematology; Medicine; Internal medicine; Hematologist; Family medicine; Blood transfusion","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":[0.003576951,0.0005813949,0.0006142243,0.001937575,0.0004506318,0.0009392281,0.0009683337,0.0009127537,0.009262131],"category_scores_gemma":[0.01138618,0.0002916168,0.001004987,0.0007446106,0.0003848457,0.001014606,0.001552313,0.0009383726,0.001613282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006459228,"about_ca_system_score_gemma":0.00100443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001771473,"about_ca_topic_score_gemma":0.00245155,"domain_scores_codex":[0.9974165,0.0008563556,0.000436556,0.0002214169,0.000761135,0.0003080077],"domain_scores_gemma":[0.9860564,0.003895012,0.00492837,0.000571641,0.00271776,0.001830646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000895498,0.001623095,0.9528134,0.0001966261,0.000291863,0.0001356784,0.0004288496,0.001045605,0.00106016,0.0001155036,0.007605765,0.03378806],"study_design_scores_gemma":[0.0001769809,0.001677815,0.988155,0.00006482554,0.00008660919,0.000555911,0.0004336121,0.003494344,0.00187253,0.0001980102,0.003244073,0.00004025689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838663,0.0002838915,0.002267739,0.0005113053,0.00007883617,0.000769136,0.002814377,0.000164814,0.00924363],"genre_scores_gemma":[0.9877822,0.0002229336,0.00527279,0.0001901301,0.00005417814,0.0008741029,0.002151238,0.00003217697,0.003420305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009262131,"threshold_uncertainty_score":0.03098494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0502604592113562,"score_gpt":0.3465027714393111,"score_spread":0.2962423122279549,"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."}}