{"id":"W4396965577","doi":"10.1016/j.hpb.2024.03.020","title":"Clinical and molecular characterization of early onset intrahepatic cholangiocarcinoma","year":2024,"lang":"en","type":"article","venue":"HPB","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Intrahepatic Cholangiocarcinoma; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001227468,0.00008653233,0.0002338933,0.00007630563,0.00001753983,0.00001850283,0.00002993771,0.00005552435,0.00003036096],"category_scores_gemma":[0.00003235964,0.00007206552,0.00008791791,0.0001299875,0.00009839,0.00005186,0.0000336747,0.0001184993,0.00001790778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009938094,"about_ca_system_score_gemma":0.00004629265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002556268,"about_ca_topic_score_gemma":0.000001962528,"domain_scores_codex":[0.9993155,0.00002703431,0.0002356615,0.0001955389,0.0001201697,0.0001060864],"domain_scores_gemma":[0.9996794,0.0000368185,0.00002714864,0.0001489094,0.00004009125,0.00006758706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000695707,0.00003872431,0.9388847,0.000278023,0.0001636856,0.0001522341,0.0006162492,9.351238e-9,0.01647306,0.0001334981,0.0003186241,0.04287156],"study_design_scores_gemma":[0.0003701918,0.000281244,0.9961987,0.0001774298,0.0001624966,0.00004965357,0.00001901959,0.0002977535,0.001028364,0.00002554304,0.001322127,0.00006751713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956618,0.002627079,0.0005161075,0.000374412,0.000218175,0.0001637031,0.00001585995,0.00004814424,0.0003747065],"genre_scores_gemma":[0.9988148,0.0002567882,0.0002725603,0.00029213,0.000130828,0.000009872592,0.00002781769,0.00001569916,0.0001794879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0573139,"threshold_uncertainty_score":0.2938747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0233258375520028,"score_gpt":0.3041093586953207,"score_spread":0.2807835211433179,"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."}}