{"id":"W2794383079","doi":"10.1002/jso.24833","title":"Neoadjuvant hyperfractionated chemoradiation and liver transplantation for unresectable perihilar cholangiocarcinoma in Canada","year":2018,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Toronto General Hospital","funders":"","keywords":"Medicine; Capecitabine; Gemcitabine; Transplantation; Neoadjuvant therapy; Liver transplantation; Stage (stratigraphy); Radiation therapy; Biopsy; Surgery; Internal medicine; Chemotherapy; Oncology; Cancer; Colorectal cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.000223309,0.00007882134,0.0003465423,0.0001080366,0.00004834573,0.000005734507,0.00003261263,0.0000666263,0.00006589566],"category_scores_gemma":[0.00003152312,0.00006278433,0.00005485613,0.000110211,0.00005158192,0.00009651146,0.000006814954,0.0001621758,8.657938e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005982207,"about_ca_system_score_gemma":0.0009487629,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04865895,"about_ca_topic_score_gemma":0.1619471,"domain_scores_codex":[0.9992349,0.00003715328,0.000315029,0.0001042617,0.000149435,0.0001591967],"domain_scores_gemma":[0.9992372,0.0002247043,0.0001412211,0.00004183948,0.0002547829,0.0001002733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02480882,0.0006572293,0.6939855,0.0006217672,0.0005761088,0.01453234,0.004573737,0.00005000697,0.008242735,0.0002770803,0.02228221,0.2293924],"study_design_scores_gemma":[0.009012533,0.002114127,0.7974495,0.00006615811,0.0001669044,0.006479388,0.0004237407,0.0006134113,0.001825156,0.00003067495,0.1817145,0.0001039059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906734,0.002311591,0.00003510081,0.004749114,0.0003053758,0.0001541758,0.00000801278,0.000002858195,0.001760343],"genre_scores_gemma":[0.9964741,0.002267428,0.0002682863,0.0003979842,0.0005161734,0.000006384982,0.000007596223,0.000007507811,0.00005450934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2292885,"threshold_uncertainty_score":0.9576761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02021885482055632,"score_gpt":0.2839534996883157,"score_spread":0.2637346448677594,"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."}}