{"id":"W4321496852","doi":"10.1111/trf.17278","title":"Transfusion camp: A retrospective study of self‐reported impact on postgraduate trainee transfusion practice","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of British Columbia; Beatrice Hunter Cancer Research Institute; Queen Elizabeth II Health Sciences Centre; Dalhousie University; University of Saskatchewan; Saskatchewan Health Authority; Université Laval; Canadian Blood Services; St. Michael's Hospital; Sunnybrook Health Science Centre; Kingston Health Sciences Centre; McMaster University Medical Centre; Health Sciences Centre; University Health Network; University of Toronto; Mount Sinai Hospital; London Health Sciences Centre; Queen's University","funders":"Health Canada; Dalhousie University; University of Oxford; Canadian Blood Services; Queen's University; University of Toronto; Université de Sherbrooke; McMaster University; Australian Government; McGill University; University of Ottawa; University of Alberta; Université Laval","keywords":"Specialty; Medicine; Transfusion medicine; Curriculum; Clinical Practice; Blood transfusion; Family medicine; Retrospective cohort study; Pediatrics; Emergency medicine; Surgery; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001440978,0.000752356,0.001241862,0.001135659,0.0003696633,0.00003635034,0.0002605677,0.0003209947,0.00058858],"category_scores_gemma":[0.0001326186,0.0005869232,0.0007081433,0.002951541,0.00008766055,0.0003133558,0.0000331756,0.0008835003,0.0001299144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002525609,"about_ca_system_score_gemma":0.0001929406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002567564,"about_ca_topic_score_gemma":0.0006209373,"domain_scores_codex":[0.9942733,0.0003905897,0.00129072,0.001256344,0.001987169,0.0008018466],"domain_scores_gemma":[0.9974636,0.0002313042,0.0002429453,0.00108795,0.0005151478,0.0004590353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.05057745,0.06840602,0.05019622,0.001715669,0.007969353,0.005948062,0.1652208,0.001453081,0.556164,0.0009388848,0.004914193,0.08649625],"study_design_scores_gemma":[0.0438665,0.03817847,0.8703906,0.0008874451,0.00584328,0.0004800907,0.01721467,0.001985219,0.0163887,0.0001692055,0.003280759,0.001315056],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980584,0.00005758665,0.0005286899,0.003613466,0.0004897173,0.006415539,0.00005821196,0.001186126,0.007066668],"genre_scores_gemma":[0.9928274,0.005474356,0.0002301445,0.0003969717,0.0001254787,0.0001665762,0.0001246071,0.0001514666,0.0005030672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8201944,"threshold_uncertainty_score":0.9996582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02527896973912559,"score_gpt":0.3207028758509258,"score_spread":0.2954239061118002,"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."}}