{"id":"W2896735037","doi":"10.1007/s00464-018-6479-3","title":"Critical appraisal of predictive tools to assess the difficulty of laparoscopic liver resection: a systematic review","year":2018,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Toronto; Health Sciences Centre; Sunnybrook Hospital; Ottawa Hospital; St Joseph's Health Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Critical appraisal; Resection; Systematic review; Medicine; General surgery; MEDLINE; Surgery; Pathology; Biology; Alternative 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01838044,0.00201824,0.01188004,0.007025205,0.0006593987,0.003443846,0.002903736,0.002527845,0.004075828],"category_scores_gemma":[0.08873224,0.001426869,0.01494471,0.006391576,0.001238378,0.002763721,0.001996217,0.00211528,0.0003216827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003351293,"about_ca_system_score_gemma":0.01062109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008365955,"about_ca_topic_score_gemma":0.02656341,"domain_scores_codex":[0.9858353,0.004805807,0.00588385,0.001122355,0.002037843,0.000315003],"domain_scores_gemma":[0.9357696,0.04820926,0.01062778,0.0009345204,0.00402748,0.0004313625],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0006757831,0.00002511581,0.003498174,0.8826683,0.08633599,0.0001218357,0.0001888116,0.0001720425,0.0001090016,0.0001669998,0.001397457,0.02464048],"study_design_scores_gemma":[0.001123081,0.0002654587,0.007829059,0.4061515,0.5737627,0.0002763541,0.0003190424,0.0002259906,0.0001568853,0.0005261279,0.009256775,0.0001069688],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00117421,0.9974346,0.000193537,0.0002307821,0.0001668239,0.0003051654,0.0003581344,0.000006008653,0.0001309208],"genre_scores_gemma":[0.04770841,0.9479995,0.001404953,0.001276823,0.0002763158,0.0007288186,0.0004683041,0.00001018137,0.0001267214],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9816195,"threshold_uncertainty_score":0.09720623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1825026989666435,"score_gpt":0.4041704846549493,"score_spread":0.2216677856883058,"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."}}