{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009903149,0.0005107506,0.005023982,0.000137603,0.00007246005,0.00002653539,0.000355337,0.0003448233,0.0003819853],"category_scores_gemma":[0.004562349,0.0002617845,0.001298813,0.000765777,0.0003475379,0.00007000232,0.0001535957,0.0004493446,0.0001298135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001097464,"about_ca_system_score_gemma":0.0003568565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001700173,"about_ca_topic_score_gemma":0.000001580344,"domain_scores_codex":[0.9953816,0.001249942,0.001624648,0.0005400602,0.000829876,0.0003738832],"domain_scores_gemma":[0.9920017,0.005775088,0.0004807103,0.000949581,0.0005079066,0.0002850743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001405783,0.00032654,0.0001103688,0.9954369,0.0007493795,0.0001898085,0.00006198495,8.360201e-9,6.162239e-7,0.0003515331,0.001131994,0.001500308],"study_design_scores_gemma":[0.001130939,0.001730979,0.00001219663,0.8206729,0.0144848,0.0003251569,0.00002144602,0.00001070464,0.00009554604,0.000002941865,0.1612802,0.0002321862],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002717639,0.9919246,0.00002647167,0.0001011723,0.0004198703,0.005537361,0.0002102821,0.00004003562,0.001468447],"genre_scores_gemma":[0.001956777,0.9955463,0.0001715981,0.00004033934,0.0003389626,0.001545412,0.0001456263,0.00005150637,0.0002035265],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.174764,"threshold_uncertainty_score":0.9999834,"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."}}