{"id":"W4281623679","doi":"10.2215/cjn.02980322","title":"Moving from Evidence to Implementation of Breakthrough Therapies for Diabetic Kidney Disease","year":2022,"lang":"en","type":"article","venue":"Clinical Journal of the American Society of Nephrology","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Providence Health Care","funders":"","keywords":"Medicine; Kidney disease; Intensive care medicine; Reimbursement; Disease; Diabetes mellitus; Health care; Internal medicine; Endocrinology","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":[0.0007084828,0.00008972241,0.0005729732,0.00002798003,0.00007148532,0.00000343614,0.000286602,0.00001496537,0.0001205179],"category_scores_gemma":[0.0001722878,0.0000628335,0.0007956328,0.0001808698,0.0003899918,0.00004833185,0.0002223101,0.0001503933,4.832954e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006425506,"about_ca_system_score_gemma":0.000212048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000864821,"about_ca_topic_score_gemma":0.000001771373,"domain_scores_codex":[0.9984778,0.0002217066,0.0007230027,0.0001393342,0.0002780011,0.0001601384],"domain_scores_gemma":[0.9973239,0.0009795222,0.001154638,0.0002529318,0.0001332323,0.000155742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003129528,0.0009842765,0.5951127,0.0001055287,0.003433742,0.000004539474,0.002244442,0.00009609504,0.01653667,0.00007187249,0.2558912,0.1223894],"study_design_scores_gemma":[0.003155623,0.006815449,0.923676,0.0001034549,0.001627344,0.000002434595,0.00539952,0.0001003468,0.0003771194,0.001372705,0.05727865,0.00009131421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399619,0.0004449246,0.0005915226,0.05835989,0.000190396,0.0003881516,0.00005604584,0.000003893857,0.000003313578],"genre_scores_gemma":[0.9300439,0.0003610533,0.007391786,0.06195048,0.0001727751,0.00002442264,0.000005232449,0.00001150598,0.00003885031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3285633,"threshold_uncertainty_score":0.2562276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05533950154082642,"score_gpt":0.4002121525238839,"score_spread":0.3448726509830575,"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."}}