{"id":"W2077121004","doi":"10.1186/cc5573","title":"National survey of transfusion practices","year":2007,"lang":"en","type":"article","venue":"Critical Care","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Blood transfusion; Medical emergency; Emergency medicine; Intensive care medicine; Family medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009239299,0.0002233614,0.0002471902,0.001398443,0.0004024839,0.0002738882,0.0004455345,0.0003412889,0.00303625],"category_scores_gemma":[0.002013071,0.0002587938,0.0002230867,0.002684812,0.000119753,0.0003976896,0.000371444,0.000424867,0.001149277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00148399,"about_ca_system_score_gemma":0.001281383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1078839,"about_ca_topic_score_gemma":0.1200344,"domain_scores_codex":[0.9992769,0.0001913744,0.0001433374,0.0001024978,0.0001889707,0.00009695294],"domain_scores_gemma":[0.9978579,0.0001868815,0.000720949,0.0001271468,0.0008557016,0.0002513595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005618673,0.0001160101,0.9705691,0.0001555761,0.00007109412,0.00006215919,0.0006042461,0.0001109046,0.0003148688,0.0001379464,0.02105043,0.006751623],"study_design_scores_gemma":[0.000005575837,0.00003187944,0.994185,0.00002896896,0.000006545495,0.00009185846,0.0003022817,0.0000642556,0.00003846799,0.00001207134,0.005228943,0.000004099954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7975384,0.00106021,0.0003534209,0.0009974444,0.00005206386,0.0003705104,0.1833006,0.00007063425,0.01625675],"genre_scores_gemma":[0.878939,0.00220619,0.001731925,0.001031072,0.0000589487,0.001022131,0.1045117,0.00002301044,0.01047597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1078839,"threshold_uncertainty_score":0.2145118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0840746790648566,"score_gpt":0.3626759172266953,"score_spread":0.2786012381618387,"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."}}