{"id":"W2018053129","doi":"10.1002/bjs.4787","title":"Presentation, treatment and outcome in patients with ampullary tumours","year":2004,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Université de Lausanne","keywords":"Medicine; Univariate analysis; Multivariate analysis; Pancreaticoduodenectomy; Periampullary cancer; Survival analysis; Surgery; Internal medicine; Perineural invasion; Gastroenterology; Proportional hazards model; Cancer; Resection","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":[],"consensus_categories":[],"category_scores_codex":[0.0003113483,0.00006408032,0.000438365,0.0001634467,0.00003263402,0.00001711242,0.00002183485,0.00003893762,0.00003021511],"category_scores_gemma":[0.0001772626,0.00005232188,0.00005129678,0.0001097742,0.00007750555,0.0001113072,0.000007487819,0.0001316547,0.000001759401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001592344,"about_ca_system_score_gemma":0.0003266229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002671304,"about_ca_topic_score_gemma":0.00004084028,"domain_scores_codex":[0.9991126,0.0000437071,0.0003771885,0.00007866792,0.0002301271,0.000157688],"domain_scores_gemma":[0.9993616,0.0001613089,0.0001283193,0.00004894188,0.0001574924,0.000142319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003755332,0.0004889277,0.9884307,0.00002274133,0.00005722652,0.002286098,0.00007015484,0.000004964239,0.000003026024,0.000002454363,0.0001717045,0.008086449],"study_design_scores_gemma":[0.004728193,0.0004807619,0.9917587,0.0003902276,0.00006576758,0.002322515,0.00008055291,9.611093e-7,0.00001332584,0.00006070624,0.00005079745,0.00004745864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983071,0.0008503402,0.00002254444,0.0004613622,0.00004716629,0.0001439708,0.000003342514,0.000003200734,0.0001609458],"genre_scores_gemma":[0.9985281,0.0006559701,0.0005656134,0.00007280657,0.00005695487,0.000003204111,0.000006696541,0.000008791381,0.0001018908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008038991,"threshold_uncertainty_score":0.2133624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03888279518082018,"score_gpt":0.3155411613457938,"score_spread":0.2766583661649736,"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."}}