{"id":"W2985202786","doi":"10.1182/blood-2019-130257","title":"Small-Volume Tubes to Reduce Anemia and Transfusion (STRATUS): A Pragmatic Stepped Wedge Cluster Randomized Trial","year":2019,"lang":"en","type":"article","venue":"Blood","topic":"Blood transfusion and management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Université de Sherbrooke; McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Intensive care unit; Randomized controlled trial; Anemia; Blood transfusion; Randomization; Venipuncture; Blood volume; Emergency medicine; Intensive care medicine; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.01017209,0.002644945,0.004459647,0.001138525,0.001151555,0.001724541,0.002140106,0.004358801,0.00920659],"category_scores_gemma":[0.01573478,0.001131533,0.003612737,0.0009064582,0.002929518,0.001851157,0.001733678,0.002469961,0.0008358135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002918008,"about_ca_system_score_gemma":0.006779184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006139407,"about_ca_topic_score_gemma":0.006611913,"domain_scores_codex":[0.9891206,0.00813059,0.0005678633,0.0009195784,0.0006459198,0.0006154109],"domain_scores_gemma":[0.9926657,0.003201775,0.001267636,0.0006146941,0.0006878971,0.001562328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9623958,0.01293787,0.0007286945,0.0033042,0.002109102,0.00006184123,0.0002878822,0.001113482,0.0005965689,0.0008432219,0.001523023,0.01409819],"study_design_scores_gemma":[0.9472752,0.04798254,0.000875669,0.0002407869,0.0007660192,0.00001778833,0.00008286379,0.001304925,0.0001511116,0.0007014601,0.0005741778,0.00002751262],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8286897,0.003355621,0.006002558,0.002677859,0.00212671,0.1514014,0.001636979,0.0006251917,0.00348399],"genre_scores_gemma":[0.8455678,0.0008669444,0.02267814,0.003706788,0.0004454819,0.1232237,0.0006276861,0.00004178616,0.002841704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01017209,"threshold_uncertainty_score":0.05379575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01126596466234869,"score_gpt":0.2433015280108974,"score_spread":0.2320355633485487,"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."}}