{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008258554,0.0001794291,0.0002132002,0.002578643,0.0009571863,0.00244063,0.0005297993,0.0006619715,0.01965629],"category_scores_gemma":[0.01643972,0.0002281427,0.0002492092,0.003594617,0.0004722164,0.001459779,0.002168082,0.001060616,0.001271042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002972023,"about_ca_system_score_gemma":0.002360115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05214529,"about_ca_topic_score_gemma":0.08529358,"domain_scores_codex":[0.9980626,0.0004792102,0.0002288382,0.0002007509,0.0003419353,0.0006867355],"domain_scores_gemma":[0.9825969,0.002970844,0.006829474,0.0003579172,0.002069701,0.005175186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002150379,0.00006775431,0.9770124,0.00009258911,0.00001820273,0.000382763,0.002567191,0.00007554554,0.0001394789,0.0006076177,0.00342933,0.01539212],"study_design_scores_gemma":[0.000004749331,0.00005339947,0.9917626,0.0001048749,0.000005796637,0.0004440822,0.004719816,0.00005935094,0.00005609034,0.00006755793,0.002712341,0.000009221916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819958,0.002146858,0.00004991522,0.002350487,0.00004011111,0.00002021965,0.002199024,0.00001772001,0.01117992],"genre_scores_gemma":[0.9971339,0.0005556316,0.00003854241,0.0002037235,0.00001876355,0.000005658917,0.0004765084,0.000007226512,0.00155996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05214529,"threshold_uncertainty_score":0.1036836,"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."}}