{"id":"W3010824990","doi":"10.1007/s12029-020-00397-w","title":"Treatment Modality and Trends in Survival for Gallbladder Cancer: a Population-Based Study","year":2020,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Cancer","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact; University of Toronto; McMaster University","funders":"","keywords":"Medicine; Gallbladder cancer; Radiation therapy; Stage (stratigraphy); Survival rate; Surgery; Population; Cancer; Gallbladder; Internal medicine","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":[0.0001349281,0.0001940167,0.0006085992,0.000151719,0.00005028379,0.00001972338,0.00005697938,0.00001976884,0.00007605558],"category_scores_gemma":[0.00008641004,0.0001455186,0.0001671483,0.0002303157,0.00002568643,0.0000710705,0.00001553306,0.0001618872,1.684657e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004034355,"about_ca_system_score_gemma":0.000227592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00173569,"about_ca_topic_score_gemma":0.002474419,"domain_scores_codex":[0.9987616,0.00004465531,0.0004745077,0.0002201806,0.0002746799,0.0002244044],"domain_scores_gemma":[0.999114,0.00009436459,0.0002566708,0.0000839049,0.0002378343,0.0002132279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003006397,0.0003856579,0.9855601,0.00006061745,0.0001249274,0.0001242529,0.0005719276,0.000523756,0.0002059098,0.000002995502,0.0002386126,0.009194827],"study_design_scores_gemma":[0.008840092,0.006206206,0.9823053,0.0001759008,0.000346479,0.00009328269,0.0005970092,0.001163579,0.00003698957,0.000009637516,0.0001204123,0.0001051109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821675,0.001265444,0.00024901,0.01577463,0.0001092119,0.0003351247,0.00004242918,0.00001102732,0.00004557386],"genre_scores_gemma":[0.9978594,0.00003439118,0.001015627,0.000344611,0.0006054082,0.00006598976,0.000004424327,0.00001986342,0.0000502376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0156919,"threshold_uncertainty_score":0.5934075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07438580991786163,"score_gpt":0.3598158147465277,"score_spread":0.285430004828666,"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."}}