{"id":"W4399587224","doi":"10.1111/trf.17918","title":"Current state of undergraduate medical school training in transfusion medicine and its impact on postgraduate trainee knowledge","year":2024,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of British Columbia; University of Saskatchewan; Saskatchewan Health Authority; Health Sciences Centre; Ottawa Hospital; Université Laval; Centre Hospitalier de l’Université de Montréal; London Health Sciences Centre; Queen's University; Queen Elizabeth II Health Sciences Centre; University of Alberta; University of Ottawa; Kingston Health Sciences Centre; Beatrice Hunter Cancer Research Institute; Sunnybrook Health Science Centre; Canadian Blood Services; University of Toronto; Dalhousie University","funders":"Health Canada; University of Toronto","keywords":"Curriculum; Medicine; Medical school; Medical education; Family medicine; Transfusion medicine; Psychology; Blood transfusion; Internal medicine; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002939573,0.0001357823,0.0002182194,0.001400941,0.0008800682,0.001216393,0.0007975021,0.0003547392,0.004441513],"category_scores_gemma":[0.01612671,0.0001519748,0.0002349899,0.001713342,0.0008796788,0.00045437,0.0008625967,0.0005004014,0.0003091752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007897377,"about_ca_system_score_gemma":0.01435908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4501845,"about_ca_topic_score_gemma":0.5111865,"domain_scores_codex":[0.9970041,0.0003312654,0.0001728972,0.0001806939,0.001576011,0.0007349991],"domain_scores_gemma":[0.9820375,0.002335655,0.003524149,0.0002320811,0.004702072,0.007168593],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009633485,0.00009419556,0.9640012,0.0001842712,0.00002458053,0.00005166957,0.001670929,0.0001228254,0.0003254478,0.00008133883,0.001787755,0.03155956],"study_design_scores_gemma":[0.000001649778,0.00005079428,0.9983877,0.00003984627,0.000005869802,0.00003028567,0.0008516319,0.00006677183,0.00004956631,0.00001099989,0.0005014423,0.000003334579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909724,0.001268152,0.0001189346,0.001627942,0.00002782803,0.00002010391,0.0007463498,0.00002356595,0.005194664],"genre_scores_gemma":[0.9985397,0.0006396287,0.0001271065,0.0001185743,0.00001618938,0.000005355529,0.0002627339,0.000002200476,0.000288492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9970604,"threshold_uncertainty_score":0.8951283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03899559618828787,"score_gpt":0.3561270161388319,"score_spread":0.3171314199505441,"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."}}