{"id":"W2104907778","doi":"10.1378/chest.119.6.1850","title":"Do Blood Transfusions Improve Outcomes Related to Mechanical Ventilation?","year":2001,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Blood transfusion and management","field":"Medicine","cited_by":145,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McMaster University; University of Ottawa","funders":"","keywords":"Medicine; Mechanical ventilation; Weaning; Confidence interval; Randomized controlled trial; Hemoglobin; Blood transfusion; Anesthesia; Anemia; Ventilation (architecture); Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003725655,0.0003324993,0.001386552,0.0005909869,0.0007143558,0.001288768,0.0005708109,0.002702317,0.004776795],"category_scores_gemma":[0.03672909,0.000254838,0.00165917,0.001445245,0.0007181478,0.001692877,0.0004598202,0.002322932,0.0007162245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008913947,"about_ca_system_score_gemma":0.001530959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00192681,"about_ca_topic_score_gemma":0.005849109,"domain_scores_codex":[0.997732,0.00113042,0.0002983675,0.0001527486,0.0003578666,0.000328508],"domain_scores_gemma":[0.9765022,0.01188759,0.006865991,0.0007526618,0.001551803,0.002439738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006885942,0.002026182,0.8571427,0.000572209,0.002321028,0.0003984947,0.0002559418,0.0003105901,0.0003082747,0.000706446,0.009343986,0.1197282],"study_design_scores_gemma":[0.0008720469,0.002280169,0.988154,0.0005452991,0.001781059,0.0005970497,0.0004897075,0.000479294,0.0002809512,0.001674714,0.002809234,0.00003652478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8803703,0.03821069,0.000384838,0.06208699,0.003215229,0.00006369864,0.0008924537,0.00004135552,0.01473438],"genre_scores_gemma":[0.9818496,0.008170403,0.0003657658,0.006101898,0.002626935,0.0000301828,0.0003704737,0.00000887129,0.0004757654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004776795,"threshold_uncertainty_score":0.01970333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01791815894211079,"score_gpt":0.2934323293342902,"score_spread":0.2755141703921794,"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."}}