{"id":"W4396959408","doi":"10.1016/j.hpb.2024.03.893","title":"Distal cholangiocarcinoma: impact of bile duct intraoperative frozen section on survival post whipple","year":2024,"lang":"it","type":"article","venue":"HPB","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Bile duct; Frozen section procedure; Whipple Procedure; General surgery; Gastroenterology; Surgery; Internal medicine; Pancreaticoduodenectomy; Pancreas","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003130296,0.0005341467,0.0008327353,0.0003489463,0.0001728823,0.0001302696,0.0001645846,0.0002182175,0.001631215],"category_scores_gemma":[0.0001394257,0.0004058612,0.0007521232,0.0006716686,0.0002191219,0.000229087,0.000119553,0.0007043867,0.0003681254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006694361,"about_ca_system_score_gemma":0.0005235952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00371104,"about_ca_topic_score_gemma":0.0003160094,"domain_scores_codex":[0.9974162,0.000158065,0.0005319623,0.0007512256,0.0005535964,0.0005889229],"domain_scores_gemma":[0.9985985,0.0002653316,0.0001042781,0.000518566,0.0002751182,0.0002381909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006971635,0.002628592,0.4721156,0.003272228,0.01348106,0.002360083,0.0720875,0.0002283197,0.1796556,0.001560051,0.2021835,0.04345585],"study_design_scores_gemma":[0.002524044,0.006401354,0.9726018,0.0012308,0.0009916252,0.0001319031,0.00381629,0.001709819,0.004233872,0.00002224645,0.005667426,0.0006687611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703121,0.01441311,0.00008212613,0.0006238642,0.004563331,0.0006702429,0.001149527,0.0001316004,0.008054079],"genre_scores_gemma":[0.9921017,0.0003917514,0.00002814213,0.0000905075,0.003550345,0.00003715383,0.0003153126,0.00009106858,0.00339406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5004863,"threshold_uncertainty_score":0.9998393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02250747326253456,"score_gpt":0.304577317728897,"score_spread":0.2820698444663624,"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."}}