{"id":"W2319218755","doi":"10.1097/pcc.0000000000000121","title":"Survey on Stated Transfusion Practices in PICUs*","year":2014,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Blood transfusion; Intensive care medicine; Medical emergency; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001652455,0.000288367,0.0006122901,0.0005409964,0.00008512243,0.00001732962,0.0001347014,0.0001999737,0.0002785304],"category_scores_gemma":[0.02931724,0.0002287428,0.00006423589,0.00110561,0.0001757441,0.0001276339,0.00002370096,0.0006699032,0.00008557504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001865124,"about_ca_system_score_gemma":0.0001483709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001474023,"about_ca_topic_score_gemma":0.001529154,"domain_scores_codex":[0.9965821,0.0005622214,0.0006828117,0.0006205295,0.001034661,0.0005176609],"domain_scores_gemma":[0.9940647,0.004324108,0.000136925,0.0004335218,0.0006254261,0.000415309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001997981,0.0007407374,0.9065993,0.001795303,0.00001541452,0.0002904402,0.004342623,0.0000138214,0.0005941344,0.0007035651,0.004388192,0.07851845],"study_design_scores_gemma":[0.004747901,0.002859387,0.9877944,0.0001743292,0.000283653,0.00001676825,0.001705641,0.0002815942,0.0001364543,0.0001403398,0.001603554,0.0002559883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783956,0.001886478,0.0008137788,0.01112482,0.0009496597,0.0006632761,0.00004236527,0.0001631132,0.005960879],"genre_scores_gemma":[0.996308,0.0004809847,0.0002586211,0.001149778,0.001319018,0.00002896491,0.0003580338,0.00004647176,0.00005013428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08119505,"threshold_uncertainty_score":0.9788592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06087079113416168,"score_gpt":0.3846861755481143,"score_spread":0.3238153844139526,"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."}}