{"id":"W2736238233","doi":"10.1016/j.hpb.2017.02.224","title":"Predicting the trajectory of post-hepatectomy liver dysfunction (PHLD)","year":2017,"lang":"en","type":"article","venue":"HPB","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Cirrhosis; Hepatectomy; Complication; Liver dysfunction; Prothrombin time; Bilirubin; Adverse effect; Surgery; Retrospective cohort study; Internal medicine; 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":[0.00007857526,0.00007214104,0.0001184516,0.0000217376,0.0001947401,0.00001777061,0.00007641537,0.00003243807,0.0002593046],"category_scores_gemma":[0.00007548496,0.00004244833,0.00009801715,0.00001701361,0.00006978618,0.0000687827,0.00003108506,0.00006101524,0.00004711413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002847014,"about_ca_system_score_gemma":0.00004643348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007055177,"about_ca_topic_score_gemma":0.0000438949,"domain_scores_codex":[0.999509,0.00001845671,0.0001002096,0.0001184252,0.0001533316,0.0001005324],"domain_scores_gemma":[0.9992972,0.00004708701,0.00009978069,0.000416818,0.00008272556,0.00005641333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001606433,0.000363059,0.9611956,0.00008773954,0.0002246969,0.00005458949,0.0006110878,0.000001384051,0.001029744,0.00004975076,0.001010899,0.03521084],"study_design_scores_gemma":[0.001073575,0.0002410834,0.994792,0.00009206019,0.0003311882,0.000008845541,0.0001418242,0.0004583922,0.00204155,0.000004243787,0.0007755447,0.00003966343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99455,0.0006515307,0.00001206168,0.0002598297,0.0001932864,0.000274368,0.00001767218,0.00002564849,0.004015628],"genre_scores_gemma":[0.999096,0.0001326526,0.00006610098,0.0001439648,0.000164418,0.0000307964,0.00001136604,0.000009118335,0.0003456332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03517117,"threshold_uncertainty_score":0.2839204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02277597594341459,"score_gpt":0.2572985107267742,"score_spread":0.2345225347833596,"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."}}