{"id":"W3004582921","doi":"10.2215/cjn.08540719","title":"SONAR","year":2020,"lang":"en","type":"article","venue":"Clinical Journal of the American Society of Nephrology","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Impact; McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Nephrology; Internal medicine; Type 2 diabetes; Diabetes mellitus; Clinical trial; Intensive care 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001164534,0.0007515982,0.0005493574,0.0009381374,0.001040212,0.002657205,0.0006937558,0.001787194,0.3778421],"category_scores_gemma":[0.003400881,0.0002962366,0.0004139651,0.0004630201,0.0005664132,0.001369923,0.001278339,0.002934254,0.2009876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006125073,"about_ca_system_score_gemma":0.00127348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001725294,"about_ca_topic_score_gemma":0.00456867,"domain_scores_codex":[0.9991912,0.0001778747,0.00003957061,0.0001926945,0.0003050671,0.00009363874],"domain_scores_gemma":[0.9986363,0.0002652306,0.0000683399,0.00009156242,0.0005405325,0.0003979442],"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":[0.0002403541,0.00005692709,0.0006569384,0.0001033512,0.00001117707,0.0003854836,0.00008212212,0.00006020055,0.0007207905,0.003637626,0.8373786,0.1566665],"study_design_scores_gemma":[0.00002382536,0.00004641548,0.0002642614,0.00005481895,0.000005294295,0.000418003,0.00005936166,0.00005588848,0.000283015,0.0006501226,0.9981318,0.000007208601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005705231,0.0212666,0.007054678,0.09516856,0.08893725,0.0002348246,0.002771321,0.003323699,0.7755378],"genre_scores_gemma":[0.01084838,0.00730138,0.002193947,0.01609889,0.007928445,0.0000639643,0.00091405,0.0006396067,0.9540112],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3778421,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06422102297407473,"score_gpt":0.3622558352249629,"score_spread":0.2980348122508882,"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."}}