{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007879064,0.0001543531,0.0002801915,0.00006944817,0.0007826581,0.00004209489,0.00002732545,0.00005845379,0.00002128705],"category_scores_gemma":[0.00008593631,0.0001123744,0.0001129559,0.0001229648,0.00006178896,0.000190325,0.00006680573,0.0001550336,1.127762e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001100008,"about_ca_system_score_gemma":0.00009651306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000996043,"about_ca_topic_score_gemma":0.00002072927,"domain_scores_codex":[0.9985587,0.0003264783,0.0004044864,0.0002799341,0.0002563048,0.0001740775],"domain_scores_gemma":[0.9986106,0.0006798193,0.0003433986,0.0001083947,0.000205965,0.00005186601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003919584,0.0003576678,0.9857463,0.0004252874,0.0001778914,0.000004543518,0.002873907,0.000001679326,0.002041317,0.00005003814,0.0007342003,0.007195209],"study_design_scores_gemma":[0.004414816,0.001764709,0.6551449,0.0007229061,0.0008206806,0.0000778826,0.005731012,0.02089603,0.3038013,0.0006045736,0.005584569,0.0004366392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995078,0.0009856102,0.0001924095,0.0004857494,0.000115573,0.002809203,0.0003064252,0.00001601709,0.0000109854],"genre_scores_gemma":[0.9961717,0.0004579103,0.0008768076,0.00014846,0.00003896866,0.001684248,0.0005785618,0.00001510592,0.00002831299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3306015,"threshold_uncertainty_score":0.6019652,"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."}}