{"id":"W2595391182","doi":"10.1111/trf.14005","title":"Blood transfusion knowledge of surgical residents: is an educational intervention effective?","year":2017,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Blood transfusion; Knowledge retention; Intervention (counseling); Family medicine; Emergency medicine; Surgery; Nursing","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":[0.002425803,0.0003381543,0.0005058362,0.0003923117,0.0004621586,0.00036783,0.0005213057,0.001351262,0.004153937],"category_scores_gemma":[0.01061527,0.0001677885,0.0003138587,0.0002540268,0.0003545218,0.0006275621,0.0006767777,0.0005717902,0.0003237647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005215436,"about_ca_system_score_gemma":0.001840066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009773094,"about_ca_topic_score_gemma":0.00227551,"domain_scores_codex":[0.9988342,0.0005340149,0.00006367543,0.0001076737,0.0003002828,0.0001600866],"domain_scores_gemma":[0.996591,0.00165813,0.0006262136,0.00008301764,0.0002353211,0.0008063633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007054959,0.06017038,0.07269849,0.003763828,0.0002524671,0.0003067935,0.001593515,0.0005090713,0.003280018,0.0001698492,0.002850512,0.8473501],"study_design_scores_gemma":[0.009082806,0.09590751,0.8747122,0.003074132,0.0008595865,0.000701645,0.002377067,0.001948383,0.004609574,0.0004361414,0.006216542,0.00007454886],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898572,0.001516987,0.0004856479,0.003555771,0.0001107709,0.0005889752,0.00003530686,0.00005360706,0.003795719],"genre_scores_gemma":[0.9926596,0.001521227,0.003511182,0.0007862451,0.0002314681,0.0007378627,0.0000514761,0.000002987383,0.0004980054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004153937,"threshold_uncertainty_score":0.01389629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01864075902367941,"score_gpt":0.3297889090654985,"score_spread":0.3111481500418191,"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."}}