{"id":"W2118966884","doi":"10.1046/j.1537-2995.2003.00418.x","title":"Methodologic issues in the use of bleeding as an outcome in transfusion medicine studies","year":2003,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; University of Waterloo","funders":"","keywords":"Medicine; Bleed; Major bleeding; Platelet transfusion; Transfusion medicine; MEDLINE; Blood transfusion; Intensive care medicine; Surgery; Platelet; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002889218,0.0002500011,0.0007619435,0.0004710768,0.00007186651,0.00001030514,0.0001614275,0.0001340146,0.0002634832],"category_scores_gemma":[0.0004066202,0.0001476223,0.0001100995,0.000841489,0.0001683032,0.0003027715,0.00001044171,0.0003766662,0.000003879674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003916688,"about_ca_system_score_gemma":0.00002219698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002434445,"about_ca_topic_score_gemma":0.002402331,"domain_scores_codex":[0.9971979,0.0007489236,0.0007951803,0.0004140021,0.0005371127,0.000306847],"domain_scores_gemma":[0.9988942,0.0004770563,0.00005979352,0.0004147426,0.00007731345,0.00007696627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003945648,0.005795875,0.3637209,0.002926066,0.0003743226,0.001032806,0.1617437,0.0005150809,0.2966458,0.09951156,0.0008140393,0.0629742],"study_design_scores_gemma":[0.05439676,0.01465631,0.5903699,0.005466964,0.002446084,0.000463888,0.1547187,0.0005354664,0.06067466,0.01133966,0.1031722,0.001759415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833602,0.001411503,0.001120431,0.01006044,0.000239294,0.001417166,0.000001253916,0.00004800388,0.002341711],"genre_scores_gemma":[0.9625397,0.03102802,0.003739254,0.002251959,0.00004159604,0.000051696,0.000007021004,0.00002405481,0.0003166604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2359711,"threshold_uncertainty_score":0.6019863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3292216175794431,"score_gpt":0.4387337282818664,"score_spread":0.1095121107024233,"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."}}