{"id":"W4391070119","doi":"10.1016/j.gassur.2023.10.002","title":"Predicting risk of recurrence after resection of stage I intrahepatic cholangiocarcinoma","year":2024,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Surgery","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Stage (stratigraphy); Proportional hazards model; Hazard ratio; Carcinoembryonic antigen; Internal medicine; Gastroenterology; Incidence (geometry); Oncology; Confidence interval; Surgery; Cancer","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":[0.0006864936,0.0002843596,0.0003680068,0.0006970515,0.0004179842,0.0006667916,0.0003007181,0.0004765432,0.001205579],"category_scores_gemma":[0.003405691,0.0002346655,0.0008702771,0.0006387895,0.0003305187,0.0004883382,0.0003913038,0.0006970307,0.0001804647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000253159,"about_ca_system_score_gemma":0.0004745681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004196372,"about_ca_topic_score_gemma":0.005811658,"domain_scores_codex":[0.9996244,0.0001327645,0.0000466557,0.00004792555,0.00004872086,0.00009950644],"domain_scores_gemma":[0.9981301,0.0005897245,0.0005850435,0.0001771665,0.0001431286,0.0003747697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004989202,0.00003599083,0.9979366,0.000009372907,0.00006552182,0.00009682262,0.0001000304,0.0000341789,0.0001738277,0.00001240058,0.00003527293,0.001000961],"study_design_scores_gemma":[0.000009828588,0.0003332564,0.9984393,0.000005438562,0.0001382963,0.0002416883,0.0003786197,0.0001301353,0.0001171297,0.00002512117,0.00017563,0.000005552496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999078,0.0003738993,0.00002927898,0.00003006758,0.000008354803,0.000002402226,0.00004401436,0.000001613817,0.0004323728],"genre_scores_gemma":[0.9995783,0.0001190661,0.00001962298,0.00001107084,0.00001553566,0.000001824743,0.00006932616,0.00000114109,0.0001842514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004196372,"threshold_uncertainty_score":0.008343875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02121645578137952,"score_gpt":0.2677014073904698,"score_spread":0.2464849516090903,"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."}}