{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003406003,0.0001424211,0.0002636046,0.0001744419,0.0001807137,0.00004789163,0.0001092029,0.00009776977,0.001839425],"category_scores_gemma":[0.00006048541,0.0001095362,0.0002190793,0.0002637077,0.00001727074,0.00007496693,0.00002431411,0.0004546308,0.0001496958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004483283,"about_ca_system_score_gemma":0.00005301796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005924765,"about_ca_topic_score_gemma":0.000008278417,"domain_scores_codex":[0.9987424,0.00002772513,0.0004025136,0.0002032854,0.0003527024,0.0002713833],"domain_scores_gemma":[0.99915,0.00002551693,0.0000523379,0.0002261859,0.00009019097,0.000455736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002136041,0.01032745,0.1459062,0.0003570432,0.004049405,0.00736371,0.006141898,0.00008181453,0.5047675,0.02966178,0.009015764,0.2801914],"study_design_scores_gemma":[0.01972054,0.001935363,0.6319369,0.0003796371,0.002710923,0.004967794,0.001144118,0.00009957625,0.01247513,0.003307676,0.3206661,0.0006561666],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623624,0.0001242264,0.004531871,0.0242677,0.0009058904,0.000532946,0.000002831062,0.00009690254,0.007175198],"genre_scores_gemma":[0.9900084,0.0004726598,0.002802068,0.001614752,0.0001320362,0.00001138642,0.000002832111,0.00002651878,0.004929354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4922924,"threshold_uncertainty_score":0.999073,"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."}}