{"id":"W2151629361","doi":"10.1093/annonc/mdu165.154","title":"Diagnosis, Staging and Treatment of Cholangiocarcinoma; a Retrospective Analysis of Our Last Decade of Experience","year":2014,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Medicine; Stage (stratigraphy); Retrospective cohort study; Biopsy; Cancer; Survival analysis; Bile duct cancer; Survival rate; Chemotherapy; Internal medicine; Surgery; Gastroenterology","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":[0.0008489491,0.0002307075,0.000318271,0.001951117,0.0006656303,0.0008700291,0.0003977252,0.0004974866,0.0009866726],"category_scores_gemma":[0.002788038,0.0003796407,0.0005560044,0.002704836,0.0005122569,0.0008848757,0.0006133728,0.0004454755,0.0002813798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005980976,"about_ca_system_score_gemma":0.0007100469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01092719,"about_ca_topic_score_gemma":0.01367343,"domain_scores_codex":[0.9993533,0.0001562909,0.0001146048,0.0001382586,0.0000925895,0.0001449271],"domain_scores_gemma":[0.9975653,0.0004986199,0.001052301,0.0001544773,0.0003165274,0.0004127728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006645657,0.00001935308,0.9985844,0.000009505998,0.00002718644,0.0001858822,0.0001708033,0.00002103536,0.0001154218,0.00001083653,0.00004724523,0.0007419252],"study_design_scores_gemma":[0.000004006215,0.0001047259,0.997093,0.00001494702,0.00004581754,0.001211746,0.0009204033,0.00004432943,0.00007091705,0.000008138931,0.0004774284,0.000004590613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976169,0.001367834,0.00004573079,0.00003409468,0.000006391164,0.000004408475,0.0002877357,0.000001822799,0.0006350239],"genre_scores_gemma":[0.9986643,0.000763668,0.00003878562,0.00003352249,0.00001908625,0.000004384239,0.0003480903,0.000002676519,0.0001255127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01092719,"threshold_uncertainty_score":0.0217272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07539345219522121,"score_gpt":0.3900820299994379,"score_spread":0.3146885778042167,"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."}}