{"id":"W4254190870","doi":"10.1016/j.pan.2021.05.269","title":"The impact of preoperative anemia on pancreatic resection outcomes","year":2021,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Anemia; Resection; General surgery; Internal medicine; 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":[0.000736908,0.0001632608,0.000256365,0.0005353175,0.0002924541,0.0009240919,0.0003240794,0.0004067546,0.003122644],"category_scores_gemma":[0.006532633,0.0001285468,0.0006093691,0.000677538,0.0003714848,0.0006547135,0.0005564269,0.001136971,0.0002760105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004624847,"about_ca_system_score_gemma":0.0008658526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001768247,"about_ca_topic_score_gemma":0.003741949,"domain_scores_codex":[0.9993604,0.0001550207,0.00008190306,0.00007507222,0.0001279927,0.000199773],"domain_scores_gemma":[0.9947085,0.001803352,0.001924727,0.0002257804,0.0003388888,0.0009986962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004563707,0.00006132806,0.9911909,0.00002149937,0.0001138201,0.0001318363,0.00004438653,0.0001196106,0.0001818855,0.00008684926,0.0002766304,0.007314848],"study_design_scores_gemma":[0.00001047198,0.000178103,0.9981482,0.00002794834,0.0001039262,0.0003600926,0.0002732583,0.0002296335,0.0001172868,0.0001667131,0.0003760946,0.000008229681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945413,0.001750271,0.0001372424,0.0007131147,0.00005376061,0.000004271722,0.0003512741,0.00000627444,0.002442526],"genre_scores_gemma":[0.9988993,0.0003616902,0.00006256265,0.00007336705,0.00004719068,0.000002405895,0.0003211425,0.000003697949,0.0002286631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003122644,"threshold_uncertainty_score":0.01044631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03606865768716895,"score_gpt":0.3966989427272358,"score_spread":0.3606302850400668,"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."}}