{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001061735,0.0002053745,0.0005354361,0.0004817806,0.0001317468,0.0005425246,0.0002554561,0.0001932815,0.000988279],"category_scores_gemma":[0.002035574,0.00005986206,0.0004845857,0.0003583919,0.0002874087,0.0004835597,0.0003279877,0.000213645,0.0001615646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001823998,"about_ca_system_score_gemma":0.0001865026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001257901,"about_ca_topic_score_gemma":0.0003104489,"domain_scores_codex":[0.9993747,0.000213119,0.00009053462,0.0001075233,0.0001568862,0.00005723479],"domain_scores_gemma":[0.9984617,0.0004766479,0.0007104668,0.00007603446,0.00009147311,0.0001836154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01424794,0.0007956407,0.8998373,0.0005742206,0.0009851606,0.0005037768,0.0001650905,0.0007772183,0.00323128,0.000193719,0.0001776619,0.078511],"study_design_scores_gemma":[0.0003786479,0.02540817,0.9664124,0.0001004476,0.0004889882,0.00325031,0.0004280593,0.001300809,0.001085342,0.0003092578,0.0008064944,0.00003116642],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981249,0.001280015,0.0002073833,0.00001241655,0.00001448947,0.000009091596,0.00006684726,0.00000301599,0.0002817788],"genre_scores_gemma":[0.9993168,0.0002910506,0.0001604249,0.0000191408,0.00003705315,0.000006546828,0.0001144706,0.000001273418,0.00005325065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001061735,"threshold_uncertainty_score":0.005615056,"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."}}