{"id":"W2522926542","doi":"10.1503/cjs.004016","title":"The impact of blood transfusion on perioperative outcomes following gastric cancer resection: an analysis of the American College of Surgeons National Surgical Quality Improvement Program database","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Blood transfusion and management","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Queen's University; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Perioperative; Gastrectomy; Cancer; Relative risk; Blood transfusion; Confidence interval; Poisson regression; Retrospective cohort study; Internal medicine; Emergency medicine; Surgery; Population; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.006705216,0.0002986236,0.0008047302,0.002131343,0.0002996246,0.001153498,0.0008644699,0.0005039782,0.0005725793],"category_scores_gemma":[0.02060077,0.0003264436,0.001258006,0.005393636,0.0003529117,0.0008379937,0.001170113,0.0008907868,0.00008591877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244728,"about_ca_system_score_gemma":0.001296159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02090503,"about_ca_topic_score_gemma":0.0182055,"domain_scores_codex":[0.9919031,0.003166997,0.001651207,0.001158764,0.001697713,0.0004222061],"domain_scores_gemma":[0.9720569,0.007562957,0.01566729,0.001606665,0.002031327,0.001074861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001023718,0.00001847612,0.9984832,0.00002768193,0.0002317925,0.0000163611,0.00002792462,0.00009916798,0.00001902938,0.00001367441,0.0002065544,0.0007537427],"study_design_scores_gemma":[0.00001654969,0.00004037624,0.9987233,0.00001697548,0.0001122557,0.00006948527,0.00009004609,0.0007474963,0.00002379194,0.00001425621,0.0001400212,0.000005458923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993871,0.0007954671,0.0002185806,0.0001798007,0.0000127926,0.00002580816,0.004684566,0.000007766127,0.0002042029],"genre_scores_gemma":[0.9946918,0.0002838974,0.0002402176,0.0000642669,0.00001436993,0.00003101849,0.004640873,0.00000360087,0.00002994303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02090503,"threshold_uncertainty_score":0.04156667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04659278789928789,"score_gpt":0.3607053023115727,"score_spread":0.3141125144122848,"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."}}