{"id":"W7028050758","doi":"","title":"DIGITAL MATURITY OF UNITED KINGDOM RENAL TRANSPLANT CENTRES","year":2021,"lang":"en","type":"article","venue":"Research Explorer (The University of Manchester)","topic":"Medicine and Dermatology Studies History","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"LMC Diabetes & Endocrinology (Canada)","funders":"","keywords":"Maturity (psychological); Renal transplant; Transplantation; Kidney transplant; Kidney transplantation; Epidemiology","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":[0.0002890968,0.00008918768,0.0003208954,0.000223448,0.0001647658,0.00000365193,0.000191277,0.00007516114,0.0001300383],"category_scores_gemma":[0.0001082498,0.00007167133,0.000119948,0.0004136283,0.001010439,0.00008457788,0.0001475111,0.0003840326,0.00003134128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006330182,"about_ca_system_score_gemma":0.0001811301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009420706,"about_ca_topic_score_gemma":0.000003291241,"domain_scores_codex":[0.9986475,0.0001707973,0.0001603838,0.0001961989,0.0005568821,0.0002682124],"domain_scores_gemma":[0.9986705,0.000327431,0.00005895665,0.0003892097,0.0004333554,0.000120594],"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":[0.007994204,0.003108581,0.1773904,0.004403366,0.002928011,0.01744289,0.210198,0.00002134586,0.02494678,0.004560928,0.5380998,0.008905784],"study_design_scores_gemma":[0.005435738,0.0005264622,0.0656184,0.001269665,0.0003089129,0.0003363536,0.06944234,0.0001313151,0.01364408,0.0001923713,0.8428648,0.0002296267],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884275,0.0006065307,0.0001512431,0.004336509,0.0000503933,0.0001726554,0.00002073181,0.00001992541,0.006214539],"genre_scores_gemma":[0.998649,0.0004574083,0.0001230032,0.0002266712,0.00004044106,3.539004e-7,0.00006308466,0.000008247959,0.0004317692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.304765,"threshold_uncertainty_score":0.3723003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09938951899774853,"score_gpt":0.30071933866508,"score_spread":0.2013298196673315,"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."}}