{"id":"W3203135347","doi":"10.1111/ans.17203","title":"Low muscularity increases the risk for post‐operative pneumonia and delays recovery from complications after oesophago‐gastric cancer resection","year":2021,"lang":"en","type":"article","venue":"ANZ Journal of Surgery","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo; La Trobe University","keywords":"Medicine; Complication; Pneumonia; Cancer; Surgery; Internal medicine; Prospective cohort study; Body mass index; Adverse effect; Abdominal surgery; Gastroenterology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005307089,0.00008085478,0.0002728488,0.0001185561,0.0002253593,0.0000385483,0.00002802707,0.00005166437,0.0001008058],"category_scores_gemma":[0.0004809836,0.00005703689,0.0001686177,0.0001777829,0.00004681227,0.0001473619,0.00001618873,0.0002932078,0.000001573253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007701256,"about_ca_system_score_gemma":0.0003658577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004647106,"about_ca_topic_score_gemma":0.0002059587,"domain_scores_codex":[0.9990271,0.0001688021,0.0003883074,0.0001226052,0.000158683,0.0001345486],"domain_scores_gemma":[0.9976107,0.001122565,0.0002443107,0.0001251749,0.0007663405,0.0001308675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001943755,0.000434539,0.9560089,0.0002739404,0.0004866883,0.0002008686,0.0004023804,0.00001768081,0.008665162,0.00002427296,0.008770149,0.02277164],"study_design_scores_gemma":[0.0006532238,0.00008903581,0.9939497,0.0006169484,0.000193289,0.0003913048,0.0002944998,0.00008382766,0.00123012,0.0005527183,0.00188408,0.00006130616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770964,0.01144876,0.0008568839,0.009962653,0.0002844302,0.0001452357,0.0001835623,0.000005939547,0.00001615483],"genre_scores_gemma":[0.9836687,0.01151451,0.0009464833,0.003233881,0.0005299352,0.00003531116,0.00003088886,0.00001122187,0.00002904517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03794072,"threshold_uncertainty_score":0.2325897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04393208726860496,"score_gpt":0.3338291118680874,"score_spread":0.2898970245994825,"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."}}