{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007444224,0.0002789627,0.0009960538,0.0004090583,0.0000442463,0.000002014662,0.0001688939,0.000201307,0.0006919143],"category_scores_gemma":[0.00004268156,0.0002154229,0.0002136517,0.0005751927,0.0002858369,0.00006936135,0.00002349836,0.0002635182,0.00001180932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004684653,"about_ca_system_score_gemma":0.0002319424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006095525,"about_ca_topic_score_gemma":0.000296335,"domain_scores_codex":[0.9977582,0.0001185306,0.00089416,0.0003896626,0.0005447553,0.0002946809],"domain_scores_gemma":[0.9986049,0.0001019388,0.0001215757,0.0004743386,0.0003664489,0.0003308139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003044676,0.01319972,0.03409687,0.006904235,0.000766931,0.0001633164,0.02813765,0.00009070853,0.693494,0.05586692,0.006714541,0.1575205],"study_design_scores_gemma":[0.1863229,0.0598894,0.1778237,0.0142621,0.01037153,0.001511732,0.02884226,0.009251898,0.3933225,0.005464969,0.1100326,0.002904363],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.861626,0.002052607,0.02512012,0.005324988,0.0006601806,0.001767927,0.0000145938,0.0001244847,0.1033091],"genre_scores_gemma":[0.9935758,0.003014164,0.002323099,0.0001605787,0.00008547578,0.00003094646,0.00003699055,0.00003925266,0.0007337237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3001714,"threshold_uncertainty_score":0.878469,"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."}}