{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005280994,0.0002597765,0.0003415172,0.002260743,0.0004146427,0.0008681105,0.0002381093,0.0003386048,0.001922992],"category_scores_gemma":[0.001261572,0.0002283155,0.0002402749,0.001223578,0.0004446876,0.0004633631,0.0004619639,0.0003891167,0.0003866715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002953694,"about_ca_system_score_gemma":0.0003275012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0012901,"about_ca_topic_score_gemma":0.001147363,"domain_scores_codex":[0.9996803,0.00008267194,0.0000451911,0.00005656575,0.00005042494,0.00008495664],"domain_scores_gemma":[0.9990774,0.0002310316,0.0002312997,0.00006714886,0.0001575075,0.0002355669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000997521,0.00007913253,0.9777895,0.00005180678,0.00002831091,0.002292142,0.0002943783,0.00002489935,0.01444061,0.00009867287,0.00007260322,0.003830347],"study_design_scores_gemma":[0.00001049438,0.0002065656,0.9919526,0.00001126353,0.00003797619,0.003937199,0.0007151391,0.00006320755,0.002125862,0.00006825448,0.0008652829,0.000006152958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972474,0.0008763895,0.0001379198,0.00003788829,0.000006841131,0.00001333755,0.0001188705,0.000004838179,0.001556449],"genre_scores_gemma":[0.9988812,0.0003078549,0.0001155844,0.00002488784,0.0000164507,0.000009283989,0.0001692179,0.000003317596,0.0004722758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002260743,"threshold_uncertainty_score":0.00643307,"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."}}