{"id":"W2144540436","doi":"10.1378/chest.124.5.1847","title":"Autotransfusion of Shed Mediastinal Blood *","year":2003,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Surgical site infection prevention","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University; Jewish General Hospital","funders":"","keywords":"Autotransfusion; Medicine; Intensive care medicine; Blood transfusion; Surgery","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":[0.0005156776,0.00006780941,0.0001647705,0.00008939801,0.00005353153,0.000008043784,0.00002926024,0.00006468963,0.007907471],"category_scores_gemma":[0.0003445641,0.00005313159,0.0001415841,0.0001602209,0.00003864995,0.00006190071,0.00000403654,0.0002793663,0.00002253842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002701527,"about_ca_system_score_gemma":0.00008147654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001918857,"about_ca_topic_score_gemma":4.425387e-7,"domain_scores_codex":[0.9991815,0.00007200658,0.0002878658,0.00007921399,0.0002543615,0.0001250253],"domain_scores_gemma":[0.9994751,0.00004991255,0.0001059577,0.00008045204,0.0001241434,0.0001643834],"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":[0.0004473099,0.002387973,0.309171,0.000373253,0.0003649201,0.0006123349,0.0006081691,0.00004340785,0.6042244,0.00176626,0.0005131824,0.07948771],"study_design_scores_gemma":[0.011165,0.001354172,0.5284311,0.0005969012,0.0007251225,0.02636439,0.0001260384,0.00007995345,0.3794182,0.002129829,0.04935769,0.0002517077],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780097,0.0001698427,0.005250008,0.000265853,0.0003684199,0.00007315808,3.965207e-7,0.00002076472,0.01584186],"genre_scores_gemma":[0.9973524,0.0001032075,0.001875639,0.00004606056,0.0002210635,0.000001237029,0.00000130707,0.000008787944,0.0003903358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2248063,"threshold_uncertainty_score":0.9929994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646595722788775,"score_gpt":0.2689936475872369,"score_spread":0.2525276903593492,"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."}}