{"id":"W4381392749","doi":"10.1016/j.hpb.2023.05.288","title":"Ampullary adenocarcinoma,: Review of outcomes and prognostic factors, a single centre study","year":2023,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Internal medicine; Adenocarcinoma; General surgery; Cancer","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":[0.003161857,0.0006075042,0.003523472,0.002930647,0.0002905093,0.001632651,0.0008475811,0.0005628099,0.0008536665],"category_scores_gemma":[0.007769265,0.0003550844,0.002599998,0.006927715,0.0004317331,0.00127395,0.0006550146,0.0006775021,0.000182885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006925311,"about_ca_system_score_gemma":0.001854645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00227819,"about_ca_topic_score_gemma":0.006121847,"domain_scores_codex":[0.99861,0.000224923,0.0005990384,0.0002864392,0.0002201784,0.00005935811],"domain_scores_gemma":[0.9934002,0.003967416,0.001510611,0.0002050594,0.0007664999,0.0001501473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005015568,0.0001759276,0.2377184,0.2380866,0.02954457,0.000749648,0.000703587,0.0005491396,0.001591225,0.0005241278,0.008925833,0.4764154],"study_design_scores_gemma":[0.0008870019,0.002280678,0.6869354,0.1097204,0.1190724,0.009400644,0.002160468,0.0003223487,0.0009832815,0.0006791482,0.06730913,0.0002490978],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01193925,0.9872606,0.00007436513,0.0001208546,0.0000509552,0.00001365887,0.0003799448,0.000002205717,0.0001581144],"genre_scores_gemma":[0.08844769,0.9090821,0.0004501029,0.0004554201,0.0002177113,0.00004353582,0.00119175,0.000007376113,0.0001042863],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003523472,"threshold_uncertainty_score":0.01672173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08064359537946948,"score_gpt":0.3701069425365172,"score_spread":0.2894633471570477,"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."}}