{"id":"W2890444137","doi":"10.1111/tme.12555","title":"Transfusion knowledge of medical and surgical specialty board residents: a cohort study","year":2018,"lang":"en","type":"article","venue":"Transfusion Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Specialty; Demographics; Transfusion medicine; Family medicine; Cohort; Formal education; Baseline (sea); Blood transfusion; Surgery; Internal medicine; Demography; Psychology","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":[0.0008467049,0.0002244981,0.0003431661,0.0008591576,0.0005522141,0.0005304314,0.0002613924,0.0004040445,0.001880443],"category_scores_gemma":[0.002141897,0.0003273658,0.000342965,0.0009382067,0.000262819,0.0008223354,0.0004603522,0.0004633735,0.0003375418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003106952,"about_ca_system_score_gemma":0.0004600341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006186683,"about_ca_topic_score_gemma":0.005516395,"domain_scores_codex":[0.9994051,0.0001149922,0.00004827325,0.0001202478,0.0001553853,0.0001560427],"domain_scores_gemma":[0.9987079,0.0001869198,0.000537453,0.00007208241,0.0001350303,0.0003606214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005484262,0.0001081097,0.9986295,0.000004605151,0.00001495815,0.00006998628,0.0003252081,0.00000645744,0.0000894145,0.000004282369,0.00004048131,0.000652315],"study_design_scores_gemma":[0.000007185854,0.0003875811,0.9981584,0.000005581287,0.00001309728,0.0002744389,0.0009335366,0.00006543946,0.00003486844,0.000005992948,0.0001104703,0.000003431462],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997913,0.00002698868,0.00001713671,0.00001011732,0.000001677756,0.000007157744,0.00004909774,5.574348e-7,0.00009596814],"genre_scores_gemma":[0.9996814,0.00003744113,0.00003142967,0.00002158886,0.000004241804,0.000009905889,0.00008044239,7.66553e-7,0.0001327913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006186683,"threshold_uncertainty_score":0.01230139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.020915476831866,"score_gpt":0.3320412615599305,"score_spread":0.3111257847280645,"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."}}