{"id":"W4296301772","doi":"10.1245/s10434-022-12575-0","title":"ASO Visual Abstract: Application of Hazard Function to Investigate Recurrence of Intrahepatic Cholangiocarcinoma After Curative-Intent Liver Resection: A Novel Approach to Characterize Recurrence","year":2022,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Surgical oncology; Medicine; Intrahepatic Cholangiocarcinoma; Resection; Liver function; Hepatectomy; Internal medicine; General surgery; Oncology; Radiology; Surgery","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":[0.003696745,0.0004199367,0.0003802925,0.00147894,0.0001628441,0.0008134492,0.0004795863,0.0003600166,0.01397969],"category_scores_gemma":[0.01027585,0.00009843937,0.0007219611,0.0007926279,0.0001739763,0.0004454897,0.000434943,0.0004101477,0.001013587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002925826,"about_ca_system_score_gemma":0.0004934747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001454639,"about_ca_topic_score_gemma":0.002258077,"domain_scores_codex":[0.9990422,0.0005473492,0.00006633744,0.00009336941,0.0002015977,0.00004905005],"domain_scores_gemma":[0.9927764,0.005176588,0.0007507828,0.0003404066,0.000645974,0.0003098483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01319125,0.0005787251,0.6144893,0.001739352,0.001958791,0.0003069,0.0003196804,0.004540705,0.01027258,0.004722564,0.05701258,0.2908676],"study_design_scores_gemma":[0.001278318,0.003910847,0.9176816,0.0001597432,0.001758019,0.0008389507,0.000494465,0.02895674,0.008606168,0.005590904,0.03061508,0.0001091969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8299352,0.005594881,0.0676323,0.006055119,0.001959913,0.0007167966,0.03972224,0.001483637,0.04689987],"genre_scores_gemma":[0.9780754,0.0003762285,0.00576653,0.0004040785,0.0006322416,0.0001541604,0.00329916,0.0001301406,0.0111619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01397969,"threshold_uncertainty_score":0.04676676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1003738527950234,"score_gpt":0.3489050166554395,"score_spread":0.2485311638604161,"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."}}