{"id":"W1602254628","doi":"10.1111/trf.12968","title":"Internal medicine resident knowledge of transfusion medicine: results from the <scp>BEST</scp> ‐ <scp>TEST</scp> international education needs assessment","year":2014,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Transfusion medicine; Test (biology); Medicine; Intensive care medicine; Blood transfusion; Internal medicine; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002020486,0.0005691086,0.0008759024,0.0006648914,0.0002679535,0.00003492451,0.0007738782,0.0002946084,0.0004720819],"category_scores_gemma":[0.001866122,0.0003776145,0.0002969929,0.0007199056,0.0004582507,0.0002026352,0.00009773027,0.0008298745,0.00007163029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001812919,"about_ca_system_score_gemma":0.0003054671,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008149296,"about_ca_topic_score_gemma":0.001475192,"domain_scores_codex":[0.9952555,0.0003607104,0.001618982,0.0008218816,0.001443326,0.0004996147],"domain_scores_gemma":[0.9940764,0.003398018,0.0003758503,0.001027973,0.0007069141,0.0004148043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005426867,0.005951039,0.03154341,0.0007721239,0.0009631405,0.00002937961,0.1124977,0.00005814562,0.2522427,0.008511152,0.3821217,0.2047668],"study_design_scores_gemma":[0.024782,0.004052924,0.2105821,0.006655244,0.002039143,0.00008080357,0.0322588,0.00217203,0.01327021,0.001786803,0.7021357,0.0001842394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6532943,0.001694389,0.02182067,0.02629856,0.00575095,0.002282452,0.00008442622,0.0002437812,0.2885305],"genre_scores_gemma":[0.9606993,0.01367509,0.0007932169,0.002263492,0.002479509,0.0001117392,0.0006355983,0.00009673357,0.01924534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.320014,"threshold_uncertainty_score":0.9998676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01990321493829982,"score_gpt":0.3085800979438371,"score_spread":0.2886768830055373,"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."}}