{"id":"W3180411230","doi":"10.1111/hdi.12961","title":"Does experience matter? The relationship between nephrologist characteristics and end stage kidney disease patient outcomes","year":2021,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Nephrology; Internal medicine; Kidney transplantation; Renal replacement therapy; Kidney disease; End stage renal disease; Intensive care medicine; Family medicine; Transplantation; Emergency medicine; Hemodialysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001973832,0.00008469595,0.0001966674,0.0005331981,0.0002633746,0.0008144598,0.0004471517,0.0005004375,0.003203724],"category_scores_gemma":[0.01412171,0.0001227895,0.000415347,0.000906789,0.0004084724,0.0006540069,0.0004616503,0.0007193715,0.0002037972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004384899,"about_ca_system_score_gemma":0.0006637913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005004091,"about_ca_topic_score_gemma":0.007254281,"domain_scores_codex":[0.9986705,0.0005276571,0.0001289987,0.0001851341,0.0002343338,0.0002533995],"domain_scores_gemma":[0.9798345,0.008079187,0.008508647,0.000329305,0.000626345,0.002622056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003061488,0.00001309589,0.9987929,0.000007417935,0.00003401752,0.00001541924,0.00004015027,0.00002583106,0.00001177889,0.00001685087,0.0001128086,0.0008991732],"study_design_scores_gemma":[0.000004869309,0.00003270036,0.9991923,0.00002219158,0.00002848216,0.00007941965,0.0002339149,0.0001357845,0.00001394298,0.00006411102,0.0001898051,0.000002512579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948236,0.001244636,0.0001502169,0.001848672,0.00002978732,0.000006034164,0.0003496127,0.00000342926,0.001544081],"genre_scores_gemma":[0.9995133,0.0001545754,0.00003535016,0.0001057776,0.0000417238,0.000001936605,0.00008540039,0.000001385461,0.00006069376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005004091,"threshold_uncertainty_score":0.01071751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02612473225243837,"score_gpt":0.2939758618675727,"score_spread":0.2678511296151344,"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."}}