{"id":"W4248399997","doi":"10.1093/ndt/gfn199","title":"Clinical research of kidney diseases II: problems of study design","year":2008,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Kidney; Kidney disease; Research design; Intensive care medicine; Internal medicine","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":[0.00393044,0.0001139155,0.0008008837,0.0004389588,0.000183079,0.000001765996,0.0001077153,0.000222888,0.00007674457],"category_scores_gemma":[0.0006314199,0.0000939271,0.0001519275,0.0006910145,0.0003275915,0.00007133697,0.00001036123,0.000334606,0.000007435984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000299421,"about_ca_system_score_gemma":0.002293873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002193906,"about_ca_topic_score_gemma":0.0001621068,"domain_scores_codex":[0.9947548,0.002679581,0.001277753,0.0003435527,0.0006112907,0.0003330073],"domain_scores_gemma":[0.9974189,0.0008620523,0.0002301465,0.0003653562,0.0006224208,0.0005010938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001742252,0.00296626,0.9741922,0.0012885,0.0003874893,0.00008275526,0.01134171,0.00004217075,0.001422888,0.000124572,0.002484577,0.003924623],"study_design_scores_gemma":[0.004810627,0.007493397,0.9841199,0.0001443689,0.0004655294,0.00007489108,0.0003308134,0.0002113932,0.0002011122,0.00008978087,0.001964035,0.00009418134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993445,0.000173865,0.002302367,0.001916092,0.0001081735,0.001670205,0.00005510903,0.00003256007,0.0002965928],"genre_scores_gemma":[0.9970849,0.001378154,0.0005331867,0.0005173344,0.0001796173,0.00009418203,0.000125477,0.00001506367,0.00007213964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0110109,"threshold_uncertainty_score":0.4069232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1826030635471824,"score_gpt":0.4428731668968227,"score_spread":0.2602701033496403,"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."}}