{"id":"W4392094303","doi":"10.1016/j.ejso.2023.107349","title":"Assessment of textbook outcome of robotic versus laparoscopic liver resection in various settings: an international multicenter propensity score matched study of 9676 patients","year":2024,"lang":"en","type":"article","venue":"European Journal of Surgical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Propensity score matching; Outcome (game theory); Medicine; Resection; General surgery; Surgery","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":[0.001287871,0.0003921294,0.0007586483,0.0006879567,0.0005503813,0.0009631623,0.0004472607,0.000571188,0.001483698],"category_scores_gemma":[0.002957726,0.0003967537,0.001019615,0.001420494,0.0006589455,0.0007588565,0.0007153517,0.0005790659,0.0003246113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000449099,"about_ca_system_score_gemma":0.0003683162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00110568,"about_ca_topic_score_gemma":0.001287495,"domain_scores_codex":[0.9987921,0.000321699,0.0002080301,0.0003776508,0.0001249198,0.0001756537],"domain_scores_gemma":[0.997717,0.0004181422,0.001181115,0.000331767,0.000121941,0.0002300567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00275964,0.00009260567,0.9939092,0.00002196427,0.0005698348,0.0002069999,0.0001035383,0.0001551979,0.000430394,0.00005932378,0.0001050293,0.001586338],"study_design_scores_gemma":[0.000193571,0.0007764218,0.9965914,0.000008369524,0.0003505134,0.0005324867,0.0003892465,0.0005303946,0.0001718223,0.0001221351,0.0003150384,0.00001858341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993743,0.0001784303,0.0001201566,0.00001489819,0.000008102133,0.000009471232,0.0001469636,0.000001272081,0.0001463593],"genre_scores_gemma":[0.9994455,0.00005498058,0.00006476782,0.00002236931,0.00001604298,0.000009734608,0.0003118292,0.000002641681,0.00007211742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001483698,"threshold_uncertainty_score":0.006811023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06281811022737883,"score_gpt":0.4147062411535372,"score_spread":0.3518881309261583,"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."}}