{"id":"W1998342419","doi":"10.1053/j.ajkd.2011.02.377","title":"A Proposal for Improving Evidence Generation in Nephrology","year":2011,"lang":"en","type":"article","venue":"American Journal of Kidney Diseases","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Libin Cardiovascular Institute of Alberta; Humber River Regional Hospital","funders":"Impact Fund","keywords":"Reimbursement; Medicine; Nephrology; Intensive care medicine; Kidney disease; Dialysis; Incentive; Internal medicine; Health care","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5877725,0.003468369,0.006301796,0.0192205,0.01099956,0.03183348,0.01320071,0.05419505,0.01820029],"category_scores_gemma":[0.7612536,0.00369574,0.01165721,0.01005635,0.03638919,0.06451429,0.03181316,0.05642191,0.00448802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01510818,"about_ca_system_score_gemma":0.07974131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0064943,"about_ca_topic_score_gemma":0.006001715,"domain_scores_codex":[0.4878103,0.3799633,0.05828424,0.02241197,0.04248383,0.009046428],"domain_scores_gemma":[0.1167406,0.6567779,0.02322954,0.06063375,0.121593,0.02102517],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009871674,0.000825941,0.00468235,0.006125884,0.001790385,0.0005107916,0.003690854,0.003722394,0.0006528113,0.5483958,0.2079224,0.2206933],"study_design_scores_gemma":[0.002032838,0.0005329683,0.001905688,0.007349554,0.0009106773,0.0003911207,0.001167367,0.004673305,0.0006827713,0.8593459,0.1206242,0.0003836042],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.001018066,0.004172588,0.09512472,0.8814335,0.01227663,0.001020895,0.0002143155,0.0005426147,0.00419672],"genre_scores_gemma":[0.04080945,0.00306026,0.6609356,0.2693031,0.01858461,0.004398467,0.0003252293,0.0003366095,0.002246567],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4122275,"threshold_uncertainty_score":0.5083499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02998197540326076,"score_gpt":0.2872096814822017,"score_spread":0.2572277060789409,"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."}}