{"id":"W3120400593","doi":"10.3390/curroncol28010044","title":"A Population-Based Retrospective Study of Biliary Tract Cancers in Alberta, Canada","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Gemcitabine; Capecitabine; Ampulla of Vater; Internal medicine; Stage (stratigraphy); Retrospective cohort study; Oncology; Population; Gastroenterology; Cisplatin; Chemotherapy; Biopsy; Performance status; Bile duct; Cancer; Carcinoma; Colorectal cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006792388,0.0001068055,0.0004830107,0.0000762257,0.00002893177,0.000001760645,0.0000430194,0.00004028362,0.00008707438],"category_scores_gemma":[0.0001774608,0.00009961752,0.00004919908,0.0003159666,0.00002340542,0.00001838568,0.00002351043,0.0002065807,6.09414e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002261342,"about_ca_system_score_gemma":0.003114768,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8314134,"about_ca_topic_score_gemma":0.9917689,"domain_scores_codex":[0.9989997,0.00008323933,0.0002857894,0.0002634508,0.0001939385,0.0001739332],"domain_scores_gemma":[0.9993738,0.0001360857,0.00009102317,0.0001896652,0.000148423,0.00006098382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001038095,0.001042404,0.9923244,0.00005807505,0.0000533936,0.0001449475,0.001161631,0.00005002044,0.00001834373,0.00001066273,0.001362993,0.003669364],"study_design_scores_gemma":[0.003192758,0.0005469236,0.9909469,0.00005850545,0.00009417619,0.000009051158,0.001925591,0.0001038933,0.00005729229,0.00001183811,0.002971832,0.00008122541],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950511,0.001591579,0.000001254685,0.001094974,0.0008657981,0.0003314486,0.00001167896,0.000005676387,0.00104643],"genre_scores_gemma":[0.9995649,0.00002903837,0.00001214394,0.0001390752,0.00008882377,0.00005485141,0.00003667851,0.000008507088,0.00006600675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1603555,"threshold_uncertainty_score":0.5913329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05040223565783806,"score_gpt":0.3582071400222757,"score_spread":0.3078049043644376,"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."}}