{"id":"W4404062887","doi":"10.1016/j.iliver.2024.100128","title":"Full robotic whole graft liver transplantation: Is a new era coming?","year":2024,"lang":"en","type":"article","venue":"iLiver","topic":"Organ Transplantation Techniques and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Coming out; Liver transplantation; Medicine; Transplantation; Computer science; Surgery; Art; Humanities","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005419739,0.0001451344,0.000191675,0.0001212428,0.00004461525,0.0000466048,0.0000650838,0.0000924046,0.002883674],"category_scores_gemma":[0.000002993161,0.0001224573,0.0001372625,0.0001676439,0.00003709073,0.0001249277,0.000005922087,0.0002076335,0.001050854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003833807,"about_ca_system_score_gemma":0.0001035432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001895544,"about_ca_topic_score_gemma":0.00004330635,"domain_scores_codex":[0.9991645,0.00001410444,0.0001862225,0.0002506994,0.0002083669,0.0001760754],"domain_scores_gemma":[0.9995915,0.00005909512,0.00001720007,0.0001640558,0.0000312916,0.0001368778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003177201,0.0007688329,0.02248919,0.02701261,0.001686372,0.03424227,0.08388122,0.0000688538,0.04895589,0.01144472,0.5860284,0.1802444],"study_design_scores_gemma":[0.00905741,0.002599856,0.1933434,0.004760576,0.006020943,0.008621306,0.0005721702,0.010191,0.1832215,0.002833337,0.576706,0.002072529],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.455238,0.02939739,0.4102895,0.0623835,0.003209878,0.003329969,0.0004528222,0.005350385,0.03034859],"genre_scores_gemma":[0.9454497,0.004524288,0.007303883,0.004353169,0.0003920951,0.0000107327,0.0001111015,0.00005814033,0.03779691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4902117,"threshold_uncertainty_score":0.999727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01669346245924258,"score_gpt":0.2777143512733687,"score_spread":0.2610208888141261,"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."}}