{"id":"W2588131006","doi":"10.1002/jso.24569","title":"Comparative performances of the 7th and the 8th editions of the American Joint Committee on Cancer staging systems for intrahepatic cholangiocarcinoma","year":2017,"lang":"en","type":"article","venue":"Journal of Surgical Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Hazard ratio; Intrahepatic Cholangiocarcinoma; Cancer; AJCC staging system; Cohort; Internal medicine; Stage (stratigraphy); Gastroenterology; Surgery; Oncology; Staging system; Confidence interval","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":[0.0005981331,0.0001066467,0.0008797856,0.00004503883,0.0003673236,0.00001645597,0.0002585948,0.00003304028,0.000005793654],"category_scores_gemma":[0.000082425,0.00004138323,0.0002771482,0.00007398819,0.00159252,0.00005454436,0.0000969322,0.0003359254,1.485536e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001004316,"about_ca_system_score_gemma":0.0002147406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003628,"about_ca_topic_score_gemma":0.0001035788,"domain_scores_codex":[0.9988412,0.0001811797,0.0004837937,0.00008481932,0.0002652034,0.0001438266],"domain_scores_gemma":[0.9972044,0.0006897663,0.001493432,0.0002647698,0.0002977102,0.00004991446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006588898,0.0005149175,0.9479405,0.0004363823,0.001971362,0.000034892,0.01012866,0.0002624603,0.0004348601,0.003371156,0.01890218,0.009413688],"study_design_scores_gemma":[0.005142989,0.001374027,0.9712921,0.0004416824,0.0004832718,0.0001701566,0.002723174,0.0005246993,0.0004229764,0.00009020944,0.01727593,0.00005881258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723191,0.002625848,0.000009409122,0.0218906,0.0008180386,0.0004251349,0.00002676781,0.000001596498,0.001883552],"genre_scores_gemma":[0.9974965,0.001598539,0.00002067095,0.0002460576,0.000540101,0.00002756917,3.053096e-7,0.000005637611,0.00006460053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02517747,"threshold_uncertainty_score":0.5867707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06610383671160143,"score_gpt":0.3610131817061616,"score_spread":0.2949093449945602,"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."}}