{"id":"W2001550610","doi":"10.1002/jso.21269","title":"The role of surgical intervention in the management of duodenal lymphoma","year":2009,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Lymphoma Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Perforation; Chemotherapy; Lymphoma; Surgery; Stage (stratigraphy); Retrospective cohort study; Demographics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001512382,0.0001730732,0.0001906664,0.0008380701,0.0004080577,0.0006637369,0.0003346542,0.0003808304,0.00128958],"category_scores_gemma":[0.005683573,0.0001061983,0.0001906626,0.0007458694,0.0009838768,0.0004424898,0.0003731996,0.0005361473,0.0002028885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005837713,"about_ca_system_score_gemma":0.00121277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001463662,"about_ca_topic_score_gemma":0.002378935,"domain_scores_codex":[0.9992747,0.0003909077,0.00008277444,0.00004148414,0.0001252447,0.00008494039],"domain_scores_gemma":[0.9968703,0.001413769,0.001087562,0.00007722671,0.000232216,0.0003188391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006559887,0.00009604382,0.764832,0.0007548656,0.00008348364,0.004350964,0.0002774499,0.001023935,0.001507955,0.0007005429,0.001409504,0.2243072],"study_design_scores_gemma":[0.00009530056,0.001303585,0.8970609,0.00164826,0.0001818657,0.07822272,0.002104497,0.002198069,0.002040671,0.001751814,0.01335219,0.0000401685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8479571,0.1357934,0.002019992,0.005539634,0.0002005483,0.00003608862,0.0001429384,0.0000371012,0.008273284],"genre_scores_gemma":[0.9805023,0.01803475,0.000748406,0.0002431072,0.0002889515,0.000007083482,0.00007107371,0.000003420109,0.0001008875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001512382,"threshold_uncertainty_score":0.007998288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0138451381258733,"score_gpt":0.3160717912309845,"score_spread":0.3022266531051112,"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."}}