{"id":"W4403614306","doi":"10.7759/cureus.71983","title":"Comparison of Depression, Stress, Anxiety, Cognitive Status, and Quality of Life Before and After Renal Transplantation","year":2024,"lang":"en","type":"article","venue":"Cureus","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Anxiety; Depression (economics); Transplantation; Cognition; Quality of life (healthcare); Clinical psychology; Stress (linguistics); Internal medicine; Psychiatry; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009935832,0.00006849239,0.0002305617,0.00004030925,0.00001263591,0.00001064023,0.00001404906,0.00003384253,0.00005944982],"category_scores_gemma":[0.00002875467,0.00004790284,0.00004373789,0.00006409503,0.0000805802,0.00004764048,0.00002011875,0.00004876804,5.680271e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005603411,"about_ca_system_score_gemma":0.00002698763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009557955,"about_ca_topic_score_gemma":0.0002178228,"domain_scores_codex":[0.9993315,0.00003561956,0.0002414577,0.0001463064,0.0001710663,0.00007405954],"domain_scores_gemma":[0.9996947,0.00003739251,0.00005219007,0.00006507214,0.00005360014,0.00009703643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006510713,0.0001955828,0.9775863,0.002932892,0.000291937,0.000005822967,0.002674067,0.000001987248,0.0007802814,0.0003376239,0.0001438217,0.01439861],"study_design_scores_gemma":[0.0006875521,0.0001110679,0.9945276,0.0008910903,0.0006092548,4.967829e-7,0.0006328377,0.0002205214,0.001977655,0.0001004325,0.0001921692,0.00004930573],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860934,0.01253532,0.000286254,0.00005888081,0.00003274664,0.0001628198,0.0002311942,0.00001061065,0.0005887519],"genre_scores_gemma":[0.9980174,0.001670225,0.00006873087,0.0000306371,0.00003055456,0.000008880005,0.0001291389,0.000005825693,0.000038598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01694131,"threshold_uncertainty_score":0.1953421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02348144090920502,"score_gpt":0.3407777986807894,"score_spread":0.3172963577715844,"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."}}