{"id":"W1973368542","doi":"10.1111/j.1600-6143.2005.01054.x","title":"Measuring Surgical Recovery: The Study of Laparoscopic Live Donor Nephrectomy","year":2005,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Abdominal Surgery and Complications","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Nephrectomy; Surgery; Laparoscopy; Urology; General surgery; Kidney; 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":[0.0002932402,0.0000712348,0.0002862273,0.00008645777,0.00005996703,0.000006799448,0.00008611177,0.00001305354,0.00003770995],"category_scores_gemma":[0.00001386602,0.00004645259,0.0001026585,0.0002117592,0.00007503737,0.000104218,0.000002784558,0.0001600464,0.000005527463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002965546,"about_ca_system_score_gemma":0.0000636853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008416483,"about_ca_topic_score_gemma":0.00003954374,"domain_scores_codex":[0.9990568,0.0001247145,0.0004051393,0.00007165177,0.0002511155,0.00009059082],"domain_scores_gemma":[0.999068,0.0002637404,0.0003638934,0.0001074683,0.0001356213,0.00006122976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01775968,0.004264303,0.3509022,0.0001530481,0.001492517,0.000362907,0.0324229,0.004262587,0.0153121,0.0001642353,0.0002601047,0.5726435],"study_design_scores_gemma":[0.007666576,0.01256102,0.9216089,0.0007398002,0.002808454,0.005861345,0.02137871,0.0002271726,0.02131126,0.00009212238,0.005390122,0.0003545574],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980822,0.0001103528,0.0003687461,0.0009295469,0.00004866618,0.0001620644,0.000002841398,0.000005473827,0.0002901325],"genre_scores_gemma":[0.9988239,0.0003088058,0.0005901821,0.00008441971,0.0001547815,0.000005635833,0.000002109954,0.000006551325,0.00002361819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5722889,"threshold_uncertainty_score":0.1894282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02463617491864813,"score_gpt":0.2765654439698023,"score_spread":0.2519292690511541,"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."}}