{"id":"W4206031730","doi":"10.21037/hbsn-21-396","title":"Development and internal validation of the Comprehensive ALPPS Preoperative Risk Assessment (CAPRA) score: is the patient suitable for Associating Liver Partition and Portal vein ligation for Staged hepatectomy (ALPPS)?","year":2022,"lang":"en","type":"article","venue":"HepatoBiliary Surgery and Nutrition","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Hepatectomy; Receiver operating characteristic; Surgery; Framingham Risk Score; Internal medicine; Disease; Resection","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":[0.01073325,0.0006532142,0.0005626799,0.001161583,0.0003026385,0.0007397488,0.0006262363,0.0004038508,0.0009925748],"category_scores_gemma":[0.02378584,0.0001793808,0.0006933292,0.000900005,0.0006740842,0.0004702469,0.001306316,0.000572372,0.0003056921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003782351,"about_ca_system_score_gemma":0.001260617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008612617,"about_ca_topic_score_gemma":0.0007596681,"domain_scores_codex":[0.9950457,0.002857174,0.0004021762,0.0005166821,0.000951726,0.0002267128],"domain_scores_gemma":[0.983886,0.006435768,0.004479522,0.001737023,0.002581166,0.0008805671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001691181,0.0000420181,0.9937205,0.00001343211,0.00007481092,0.00002361997,0.00005418016,0.0007897584,0.0001793327,0.00003834474,0.0001096477,0.00478518],"study_design_scores_gemma":[0.00004986462,0.001014545,0.9779403,0.0000434497,0.0001090939,0.0004053584,0.000181741,0.01886129,0.0006872637,0.0001841773,0.0005082438,0.00001469484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962963,0.00009740563,0.002830476,0.00004212923,0.000009923716,0.00007375541,0.0001860159,0.00001255903,0.0004512766],"genre_scores_gemma":[0.9974173,0.0000294131,0.002024528,0.0000116126,0.00001214339,0.00005066266,0.0004144395,0.000003714172,0.00003619288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01073325,"threshold_uncertainty_score":0.05676353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05546642692976849,"score_gpt":0.2519702816864007,"score_spread":0.1965038547566322,"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."}}