{"id":"W4293809662","doi":"10.1097/dcr.0000000000002488","title":"Outcomes of Patients Undergoing Elective Bowel Resection Before and After Implementation of an Anemia Screening and Treatment Program","year":2022,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Erythropoietin and Anemia Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Western University; University of Ottawa","funders":"","keywords":"Medicine; Cohort; Anemia; Colorectal surgery; Cohort study; Colorectal cancer; Prospective cohort study; Elective surgery; Surgery; Internal medicine; Cancer; Abdominal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00135993,0.0002609051,0.0004654816,0.0006488168,0.0006206876,0.0007870023,0.0003847692,0.0004837211,0.001088725],"category_scores_gemma":[0.006041589,0.000244807,0.0007124124,0.0007680806,0.000415804,0.0006944057,0.0009404495,0.001041301,0.000107586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001789071,"about_ca_system_score_gemma":0.001820169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009217772,"about_ca_topic_score_gemma":0.01329153,"domain_scores_codex":[0.9985512,0.0004059991,0.0001692422,0.0001831767,0.0002442253,0.0004460674],"domain_scores_gemma":[0.9944629,0.0006573633,0.002985904,0.0001678901,0.0004838644,0.001241958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005572935,0.0003916752,0.9962727,0.00001724197,0.00006447674,0.0000840326,0.000153756,0.0001009455,0.0001136977,0.00001821568,0.0001235706,0.002102365],"study_design_scores_gemma":[0.00004873794,0.001220482,0.9979103,0.00001220878,0.00003150995,0.00006969765,0.0003571366,0.0001676358,0.00007531011,0.0000142567,0.00008522278,0.000007424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996154,0.00005465501,0.00002164557,0.00006573227,0.00000609561,0.00001707419,0.00008184822,0.000001269385,0.000136206],"genre_scores_gemma":[0.9995503,0.00004560002,0.00004791738,0.00004205709,0.00001066026,0.00002157368,0.0002205697,8.258341e-7,0.00006051464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009217772,"threshold_uncertainty_score":0.01832825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00855500067639162,"score_gpt":0.2996737437096235,"score_spread":0.2911187430332319,"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."}}