{"id":"W4416505782","doi":"10.3389/ti.2025.14953","title":"Living-Donor Kidney Transplantation: Comparison of Robotic-Assisted Versus Conventional Open Technique","year":2025,"lang":"en","type":"article","venue":"Transplant International","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"Association Française d'Urologie; European Association of Urology","keywords":"Nephrectomy; Retrospective cohort study; Kidney transplantation; Cohort; Single Center; Kidney; Cohort study","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":[],"category_scores_codex":[0.0002302906,0.0001781982,0.000354877,0.0003583338,0.00008054415,0.00004661845,0.0003712254,0.0001312296,0.001964846],"category_scores_gemma":[0.00003401861,0.00018049,0.0001439827,0.0002752032,0.00008691116,0.0002102111,0.00001838439,0.0002057136,0.00002776442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008770604,"about_ca_system_score_gemma":0.000325306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006662874,"about_ca_topic_score_gemma":0.00006131745,"domain_scores_codex":[0.9984289,0.00005882919,0.0006342735,0.000293869,0.0004290214,0.0001550695],"domain_scores_gemma":[0.999069,0.000244109,0.0001486145,0.0001632754,0.000265189,0.0001098096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02622811,0.006748776,0.469371,0.003626617,0.004363164,0.000222466,0.003943759,0.0005869077,0.1307152,0.3368153,0.008854836,0.008523872],"study_design_scores_gemma":[0.02904889,0.0008842025,0.7829319,0.006834306,0.002215335,0.0004803952,0.0003591423,0.005227494,0.1564167,0.0008573918,0.01395318,0.0007910299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1038626,0.0002283065,0.5280874,0.01387862,0.006270665,0.004051321,0.002063836,0.0004411929,0.3411161],"genre_scores_gemma":[0.9904015,0.0001371949,0.004941511,0.0003958733,0.00005580136,0.0000886245,0.00194308,0.00001584536,0.002020545],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.886539,"threshold_uncertainty_score":0.9989475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04149476863640723,"score_gpt":0.3652153872060656,"score_spread":0.3237206185696584,"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."}}