{"id":"W2755015203","doi":"10.1007/s00464-017-5835-z","title":"Laparoscopic versus open parenchymal preserving liver resections in the posterosuperior segments: a case-matched study","year":2017,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Perioperative; Hepatology; Surgery; Abdominal surgery; Demographics; Laparoscopy; Chemotherapy; Hepatectomy; Resection; 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":[0.0005623634,0.0002113337,0.0004251984,0.00007029423,0.0006736147,0.0004521076,0.000607178,0.00009136131,0.0007083972],"category_scores_gemma":[0.0001869989,0.0001386447,0.0001080844,0.0001397896,0.00009726596,0.000326566,0.0004725787,0.0003090858,0.00007242514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008465427,"about_ca_system_score_gemma":0.00008865129,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006671668,"about_ca_topic_score_gemma":0.00220801,"domain_scores_codex":[0.9982491,0.0003255556,0.0003000839,0.0004129925,0.0003291791,0.0003830908],"domain_scores_gemma":[0.9983833,0.0002829906,0.00008607781,0.001050172,0.00005240298,0.0001450262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001819164,0.001176237,0.9632312,0.00002823829,0.0001345395,0.03037635,0.00249073,2.442031e-7,0.00005468881,0.0000236175,0.0001529398,0.0005120736],"study_design_scores_gemma":[0.1969662,0.01207871,0.749435,0.0005479935,0.001281245,0.003656908,0.01587137,0.00127769,0.003334705,0.00005838161,0.01461284,0.0008788885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845461,0.0002899232,4.567871e-7,0.0007265647,0.0002790173,0.002321255,0.00001565048,0.00003001599,0.01179101],"genre_scores_gemma":[0.9983678,0.0000419448,0.0001223003,0.00005416375,0.0001589399,0.0005856006,0.00002114301,0.00002045051,0.0006276951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2137961,"threshold_uncertainty_score":0.999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.201167429713568,"score_gpt":0.3837716436140087,"score_spread":0.1826042139004406,"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."}}