{"id":"W2066509464","doi":"10.1002/jso.21187","title":"Blood loss in surgical oncology: Neglected quality indicator?","year":2009,"lang":"en","type":"review","venue":"Journal of Surgical Oncology","topic":"Blood transfusion and management","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"","keywords":"Medicine; Blood loss; Perioperative; Blood transfusion; Surgery; Surgical procedures; Intensive care medicine; Cancer surgery; Blood cancer; Cancer; 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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003388064,0.0006115317,0.007697474,0.001249089,0.00005693776,0.00001812751,0.0005121832,0.00200387,0.001181268],"category_scores_gemma":[0.0001236027,0.0004191241,0.001847397,0.001038956,0.0002929491,0.00008241975,0.0001252961,0.003980809,0.00009552907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001004793,"about_ca_system_score_gemma":0.003132711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002061766,"about_ca_topic_score_gemma":0.00003392117,"domain_scores_codex":[0.9910585,0.00283744,0.003996249,0.0005368467,0.0008522623,0.0007187477],"domain_scores_gemma":[0.9944173,0.001971304,0.002160593,0.0004107154,0.0002251942,0.0008149144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001125309,0.005432686,0.00003235626,0.002426225,0.0007899683,0.1121861,0.00005545435,3.151114e-7,6.838657e-7,0.0005564535,0.001461968,0.8759325],"study_design_scores_gemma":[0.01087232,0.004797396,0.0001930469,0.004177454,0.003726502,0.04233046,0.00002760388,2.681339e-7,8.45704e-7,0.00005690847,0.9334883,0.0003288577],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004636736,0.9464253,0.000005061497,0.004753197,0.000758655,0.0009969432,0.000009389664,0.00003881233,0.04654901],"genre_scores_gemma":[0.0002725461,0.9971209,0.0003981034,0.0005279747,0.001087867,0.00002348529,0.00003454663,0.00004849675,0.0004861378],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9320264,"threshold_uncertainty_score":0.9998261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07002093172174043,"score_gpt":0.4258540560422629,"score_spread":0.3558331243205225,"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."}}