{"id":"W4312227367","doi":"10.1007/978-3-031-12023-7_13","title":"Hepatobiliary and Pancreatic Interventions","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Contraindication; Biliary drainage; Cholecystostomy; Percutaneous; Hepatocellular carcinoma; Pancreatitis; Radiology; Percutaneous biopsy; General surgery; Surgery; Gallbladder; Internal medicine; Pathology; Cholecystitis","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":[0.0002848828,0.0007393404,0.0004716475,0.0009383364,0.000548033,0.002069831,0.0004750892,0.0009428334,0.07587063],"category_scores_gemma":[0.0005596626,0.0002129251,0.0003553946,0.0007909016,0.0006310077,0.001117215,0.0009988262,0.002250013,0.02990762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007622485,"about_ca_system_score_gemma":0.0008934831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046335,"about_ca_topic_score_gemma":0.003750962,"domain_scores_codex":[0.9998608,0.00002893257,0.000006454086,0.00001611512,0.00007240158,0.00001543329],"domain_scores_gemma":[0.9998633,0.00007048789,0.000007963849,0.00001277622,0.00002517886,0.00002028248],"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":[0.00002515014,0.00007854589,0.00012661,0.0004281543,0.000007941967,0.0004606591,0.0001539789,0.0004500512,0.0007069581,0.06266448,0.5374699,0.3974276],"study_design_scores_gemma":[0.000002895024,0.00001042559,0.000184308,0.0002137513,0.000002948769,0.000846506,0.00003299926,0.00006468653,0.0001194932,0.008182617,0.9903353,0.000003909101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005278124,0.05426241,0.003700591,0.003192939,0.004912022,0.00004510038,0.0001512896,0.0001302161,0.9330778],"genre_scores_gemma":[0.002609033,0.0329571,0.00251862,0.002648433,0.001859943,0.00004230771,0.000144042,0.00007969807,0.9571408],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07587063,"threshold_uncertainty_score":0.2538126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03780738455689825,"score_gpt":0.2814446159287454,"score_spread":0.2436372313718471,"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."}}