{"id":"W4391448982","doi":"10.1111/trf.17738","title":"How do we achieve blinding in modern electronic and paper medical records during the conduct of transfusion trials?","year":2024,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University; London Health Sciences Centre; University of Saskatchewan; Western University; St. Paul's Hospital; University Health Network; University of Alberta; Providence Health Care; Fraser Health; Children's Hospital of Eastern Ontario; Sunnybrook Health Science Centre; Canadian Blood Services; Island Health; University of Toronto; Health Sciences Centre; Ottawa Hospital; University of Ottawa; Manitoba Health; Mount Sinai Hospital; Royal Jubilee Hospital; Alberta Hospital Edmonton; University of British Columbia; Saskatchewan Health Authority; Vancouver Coastal Health","funders":"Canadian Institutes of Health Research; Takeda Canada; Canadian Blood Services","keywords":"Blinding; Documentation; Transfusion medicine; Medical record; Randomized controlled trial; Electronic medical record; Medicine; Blood product; Medical emergency; Product (mathematics); Blood transfusion; Computer science; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.8411292,0.001996069,0.00453989,0.007109473,0.006064224,0.01685198,0.006788877,0.01058933,0.003437338],"category_scores_gemma":[0.9021059,0.003005238,0.00444036,0.006793232,0.02315512,0.03031056,0.008733789,0.01077483,0.002229819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009474116,"about_ca_system_score_gemma":0.03816522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003586556,"about_ca_topic_score_gemma":0.004321571,"domain_scores_codex":[0.09161768,0.8173688,0.05164636,0.008569733,0.02835721,0.002440117],"domain_scores_gemma":[0.04104415,0.7439452,0.1001378,0.06768817,0.04362343,0.003561303],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006710824,0.001389795,0.04369577,0.02847773,0.00390339,0.0003096276,0.03332146,0.003869054,0.002873029,0.04996374,0.0298497,0.7956358],"study_design_scores_gemma":[0.01723069,0.02126549,0.1289054,0.118999,0.006285044,0.004078411,0.02047594,0.02184926,0.02270958,0.3029445,0.3325139,0.002742781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06397464,0.06061281,0.5210909,0.2910046,0.01489237,0.02588788,0.0007383228,0.001645096,0.02015344],"genre_scores_gemma":[0.2623825,0.009370396,0.6482562,0.04910013,0.004785257,0.02473204,0.0001776008,0.0003532715,0.0008426189],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1588708,"threshold_uncertainty_score":0.1959161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03235116089724942,"score_gpt":0.3010687396207278,"score_spread":0.2687175787234783,"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."}}