{"id":"W4399389457","doi":"10.3390/biomedicines12061264","title":"Navigating Complex Challenges: Preoperative Assessment and Surgical Strategies for Liver Resection in Patients with Fibrosis or Cirrhosis","year":2024,"lang":"en","type":"article","venue":"Biomedicines","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital; McGill University Health Centre; Royal Victoria Regional Health Centre","funders":"","keywords":"Cirrhosis; Medicine; Decompensation; Resection; Surgical resection; Liver fibrosis; Liver cancer; Portal hypertension; Hepatectomy; General surgery; Surgery; Intensive care medicine; Cancer; Internal medicine","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":[0.001740591,0.0004377429,0.0006924978,0.0009461616,0.0003869767,0.001404456,0.000425512,0.0007979,0.001565739],"category_scores_gemma":[0.00557572,0.0001448109,0.0006068451,0.000530192,0.000695963,0.001266273,0.0008537165,0.001290933,0.0004861741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004614813,"about_ca_system_score_gemma":0.002286961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001381767,"about_ca_topic_score_gemma":0.005052361,"domain_scores_codex":[0.9990108,0.0004814873,0.0001744299,0.00006642747,0.0001920917,0.00007470166],"domain_scores_gemma":[0.9984441,0.0009264034,0.0002361225,0.00002843609,0.0002670222,0.0000979562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002019909,0.00005864479,0.01280605,0.01132769,0.0002247137,0.002106172,0.001028938,0.0009596406,0.001647238,0.00521753,0.02056926,0.9438521],"study_design_scores_gemma":[0.0001301982,0.001028502,0.07488799,0.06450195,0.001085551,0.03624418,0.008515575,0.00212029,0.002914202,0.02946003,0.7788099,0.0003016547],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01249293,0.9489875,0.009528883,0.01858213,0.001280428,0.00006994738,0.0001212797,0.00006967899,0.00886736],"genre_scores_gemma":[0.09781033,0.8736737,0.01969239,0.005048908,0.002057785,0.0001115975,0.000285205,0.00002636841,0.0012937],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001740591,"threshold_uncertainty_score":0.009205222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05774950158131968,"score_gpt":0.3669784550100758,"score_spread":0.3092289534287561,"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."}}