{"id":"W2947654817","doi":"10.1111/trf.15390","title":"Evaluation of immunohematology knowledge in hematology trainees","year":2019,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood groups and transfusion","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto; Canadian Blood Services","funders":"","keywords":"Hematology; Internal medicine; Medicine; Hematology analyzer; Transfusion medicine; Family medicine; Blood transfusion","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003291756,0.000194641,0.0001773799,0.001072611,0.0007026501,0.0005289884,0.0005683359,0.0002580396,0.002537164],"category_scores_gemma":[0.009368056,0.0001199907,0.0002344562,0.0007095659,0.0007175711,0.0002365168,0.0007810764,0.0003657753,0.0002118229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004081505,"about_ca_system_score_gemma":0.008277883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.234365,"about_ca_topic_score_gemma":0.2820667,"domain_scores_codex":[0.9982253,0.0003328594,0.00009597438,0.00007523567,0.000774942,0.0004956466],"domain_scores_gemma":[0.9938257,0.001022165,0.00115127,0.00009472836,0.002515935,0.001390232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001652425,0.0002507484,0.9628854,0.0001268027,0.00002576843,0.0001544738,0.006804251,0.0002938479,0.00118832,0.0001075991,0.001451137,0.02654635],"study_design_scores_gemma":[0.000007344935,0.0002693509,0.9938652,0.00003672222,0.000008639111,0.00009600916,0.003267597,0.000372792,0.0005620615,0.00002129257,0.001483278,0.000009714149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972796,0.0000756908,0.0001352767,0.0001162432,0.000006008109,0.0001032708,0.000102392,0.000006017284,0.002175536],"genre_scores_gemma":[0.9987105,0.0001136964,0.0004079205,0.00003293862,0.000003689701,0.0000412542,0.0001082568,0.000001192725,0.0005804959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.234365,"threshold_uncertainty_score":0.4660017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02565317571047011,"score_gpt":0.3109382876297767,"score_spread":0.2852851119193066,"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."}}