{"id":"W4312946753","doi":"10.1007/978-3-031-12023-7_18","title":"Interventional Oncology","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Subspecialty; Malignancy; Interventional radiology; Surgical oncology; Hepatocellular carcinoma; Internal medicine; Oncology; Liver transplantation; Cancer; Chemotherapy; Radiology; General surgery; Pathology; Transplantation","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":[0.0002187414,0.0007194041,0.000405729,0.00110137,0.0006087329,0.001345421,0.0004750057,0.001006925,0.1955064],"category_scores_gemma":[0.0007355146,0.0003243134,0.0003171476,0.0005897636,0.00034588,0.0008813311,0.0009406396,0.002288647,0.1101989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005313767,"about_ca_system_score_gemma":0.0006350644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000644962,"about_ca_topic_score_gemma":0.002758164,"domain_scores_codex":[0.9998877,0.00001657815,0.000004044813,0.00002160868,0.00005716104,0.00001279659],"domain_scores_gemma":[0.9997815,0.00006142469,0.00001142471,0.00002275503,0.00005635007,0.00006642935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001629318,0.00004808209,0.00009760074,0.0001542911,0.000005365896,0.0002270779,0.00004270469,0.0001835289,0.0007986824,0.01094556,0.711113,0.2763678],"study_design_scores_gemma":[0.00000306696,0.000009350814,0.0001378655,0.00009401025,0.000002623475,0.0007360357,0.000008999677,0.00006141295,0.00009507879,0.002276012,0.9965732,0.000002440148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004525902,0.02563515,0.003274205,0.003621274,0.005373727,0.00005837878,0.0001753676,0.0003568911,0.9610525],"genre_scores_gemma":[0.001659377,0.01158536,0.001407999,0.002220913,0.002168513,0.00004254499,0.0001498108,0.00007855338,0.980687],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1955064,"threshold_uncertainty_score":0.654034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1308791080903744,"score_gpt":0.297268302482302,"score_spread":0.1663891943919276,"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."}}