{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000927782,0.0001550756,0.0002571912,0.00007534817,0.00006105119,0.0000496926,0.00002322407,0.00004927244,0.00006140771],"category_scores_gemma":[0.000009042929,0.00008479453,0.00003477526,0.0001830806,0.00009318325,0.0001461402,0.00001867952,0.00008397738,0.000001462839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000111033,"about_ca_system_score_gemma":0.0001141184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001233148,"about_ca_topic_score_gemma":0.00007254961,"domain_scores_codex":[0.9990833,0.00003102915,0.0001794253,0.00032402,0.0002183602,0.0001638809],"domain_scores_gemma":[0.9994494,0.0002294229,0.00002804962,0.00009547089,0.0000981033,0.00009960817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00382368,0.00233375,0.8695537,0.004977348,0.001038518,0.000471721,0.008598863,0.000003564629,0.0001042193,0.002096418,0.001550116,0.105448],"study_design_scores_gemma":[0.004922838,0.005291832,0.9808047,0.00294991,0.0002697612,0.00001136311,0.003304628,0.001107899,0.00003498489,0.00004505504,0.001128608,0.0001284164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924821,0.004333517,0.00002727359,0.001677129,0.00008659422,0.001101364,0.00006119133,0.00005126113,0.0001795715],"genre_scores_gemma":[0.9972013,0.001137256,0.0008935191,0.00004370277,0.0001509907,0.0003398638,0.0001962064,0.00001808226,0.00001914192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1112509,"threshold_uncertainty_score":0.3457821,"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."}}